{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "## Evolving Correlations\n",
    "\n",
    "### Summary \n",
    "In this note, I team up with Jack DiMassimo from MarketStrats and use `gs_quant` to analyze changes to the correlation structure among assets. We explore where there may be opportunities to trade assets that have strayed from their traditional relationships because of temporary factors. \n",
    "\n",
    "To do this, we perform a PCA and rolling PCA analysis on the correlation matrix of 19 assets sourced from FRED covering global Equities, Rates, FX, Commodities, and Vol. \n",
    "\n",
    "We find that:\n",
    "* Most of the explanatory power is dominated by the first two components where the first component aligns with risk / growth and the second with real rates. Deeper dive in [3 - Interpreting the top 2](#3---Interpreting-the-top-2)\n",
    "* US equities, unsurprisingly, have realized much higher than the model predicts\n",
    "* JPY, WTI and US 2y have realized much lower than predicted suggesting other factors at play and potential opportunity for entry\n",
    "\n",
    "In this analysis we leverage gs-quant FRED connector to pull data as well as a number of [timeseries functions](https://developer.gs.com/docs/gsquant/api/timeseries.html) to transform it.\n",
    "\n",
    "Outside of this analysis, we hope you can keep using this notebook as a way to monitor changing drivers of risk and screen to mispriced trading opportunities. Please reach out with your feedback and suggestions!\n",
    "\n",
    "Finally, check out the [What's New](#What's-New) section for the latest gs-quant additions.\n",
    "\n",
    "The content of this notebook is split into:\n",
    "* [1 - Grab the data](#1---Grab-the-data)\n",
    "* [2 - Model explanatory factors through time](#2---Model-explanatory-factors-through-time)\n",
    "* [3 - Interpreting the top 2](#3---Interpreting-the-top-2)\n",
    "* [4 - Actual vs Predicted](#4---Actual-vs-Predicted)\n",
    "* [What's New](#What's-New)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 - Grab the data\n",
    "\n",
    "First - the data. For this analysis I will use public data from [FRED](https://fred.stlouisfed.org/) but of course you can substitute or enhance this piece with your own data. The goal is to get a deep history accross multiple categories or sources we're interested in investigating.\n",
    "\n",
    "I will use gs_quant FRED connector to pull in the data. For this, you will need to use your own FRED API key. Takes under a minute to create one [here](https://research.stlouisfed.org/useraccount/login/secure/). \n",
    "\n",
    "Note in the dictionary, I include a type to indicate whether to difference (b-a) or calculate returns (b/a-1) for each series and an asset class label that I will use later in the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
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   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WILS</th>\n",
       "      <th>NDX</th>\n",
       "      <th>N225</th>\n",
       "      <th>EUR</th>\n",
       "      <th>JPY</th>\n",
       "      <th>AUD</th>\n",
       "      <th>GBP</th>\n",
       "      <th>CAD</th>\n",
       "      <th>USD 2y</th>\n",
       "      <th>USD 10y</th>\n",
       "      <th>2Y10Y</th>\n",
       "      <th>10Y3M</th>\n",
       "      <th>USD 5y RY</th>\n",
       "      <th>USD 10y RY</th>\n",
       "      <th>Breakevens</th>\n",
       "      <th>Gold</th>\n",
       "      <th>WTI</th>\n",
       "      <th>HY</th>\n",
       "      <th>VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2003-01-06</th>\n",
       "      <td>29.49</td>\n",
       "      <td>1061.48</td>\n",
       "      <td>8713.33</td>\n",
       "      <td>1.0469</td>\n",
       "      <td>0.008399</td>\n",
       "      <td>0.5762</td>\n",
       "      <td>1.6080</td>\n",
       "      <td>0.641108</td>\n",
       "      <td>1.84</td>\n",
       "      <td>4.09</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2.46</td>\n",
       "      <td>1.63</td>\n",
       "      <td>356.1</td>\n",
       "      <td>132.29</td>\n",
       "      <td>8.41</td>\n",
       "      <td>24.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-01-07</th>\n",
       "      <td>29.29</td>\n",
       "      <td>1071.85</td>\n",
       "      <td>8656.50</td>\n",
       "      <td>1.0419</td>\n",
       "      <td>0.008321</td>\n",
       "      <td>0.5753</td>\n",
       "      <td>1.6055</td>\n",
       "      <td>0.641437</td>\n",
       "      <td>1.77</td>\n",
       "      <td>4.04</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1.76</td>\n",
       "      <td>2.42</td>\n",
       "      <td>1.62</td>\n",
       "      <td>348.7</td>\n",
       "      <td>131.20</td>\n",
       "      <td>8.26</td>\n",
       "      <td>25.13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             WILS      NDX     N225     EUR       JPY     AUD     GBP  \\\n",
       "date                                                                    \n",
       "2003-01-06  29.49  1061.48  8713.33  1.0469  0.008399  0.5762  1.6080   \n",
       "2003-01-07  29.29  1071.85  8656.50  1.0419  0.008321  0.5753  1.6055   \n",
       "\n",
       "                 CAD  USD 2y  USD 10y  2Y10Y  10Y3M  USD 5y RY  USD 10y RY  \\\n",
       "date                                                                         \n",
       "2003-01-06  0.641108    1.84     4.09   2.25   2.88       1.79        2.46   \n",
       "2003-01-07  0.641437    1.77     4.04   2.27   2.85       1.76        2.42   \n",
       "\n",
       "            Breakevens   Gold     WTI    HY    VIX  \n",
       "date                                                \n",
       "2003-01-06        1.63  356.1  132.29  8.41  24.91  \n",
       "2003-01-07        1.62  348.7  131.20  8.26  25.13  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
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    }
   ],
   "source": [
    "import pandas as pd\n",
    "from gs_quant.data import Dataset\n",
    "from gs_quant.api.fred.data import FredDataApi\n",
    "\n",
    "FRED_API_KEY = ''\n",
    "fred_API = FredDataApi(api_key=FRED_API_KEY)\n",
    "\n",
    "data = {\n",
    "    'WILS': {'symbol': 'WILL5000INDFC', 'type': 'r', 'asset class': 'Equities'},\n",
    "    'NDX': {'symbol': 'NASDAQ100', 'type': 'r', 'asset class': 'Equities'},\n",
    "    'N225': {'symbol': 'NIKKEI225', 'type': 'r', 'asset class': 'Equities'},\n",
    "\n",
    "    'EUR': {'symbol': 'DEXUSEU', 'type': 'r', 'asset class': 'FX'},\n",
    "    'JPY': {'symbol': 'DEXJPUS', 'type': 'r', 'asset class': 'FX'},\n",
    "    'AUD': {'symbol': 'DEXUSAL', 'type': 'r', 'asset class': 'FX'},\n",
    "    'GBP': {'symbol': 'DEXUSUK', 'type': 'r', 'asset class': 'FX'},\n",
    "    'CAD': {'symbol': 'DEXCAUS', 'type': 'r', 'asset class': 'FX'},\n",
    "\n",
    "    'USD 2y': {'symbol': 'DGS2', 'type': 'd', 'asset class': 'Rates'},\n",
    "    'USD 10y': {'symbol': 'DGS10', 'type': 'd', 'asset class': 'Rates'},\n",
    "    '2Y10Y': {'symbol': 'T10Y2Y', 'type': 'd', 'asset class': 'Rates'},\n",
    "    '10Y3M': {'symbol': 'T10Y3M', 'type': 'd', 'asset class': 'Rates'},\n",
    " \n",
    "    'USD 5y RY': {'symbol': 'DFII5', 'type': 'd', 'asset class': 'Rates'},\n",
    "    'USD 10y RY': {'symbol': 'DFII10', 'type': 'd', 'asset class': 'Rates'},\n",
    "    'Breakevens': {'symbol': 'T10YIE', 'type': 'd', 'asset class': 'Rates'},\n",
    "    \n",
    "    'Gold': {'symbol': 'GOLDAMGBD228NLBM', 'type': 'r', 'asset class': 'Commodities'},\n",
    "    'WTI': {'symbol': 'DCOILWTICO', 'type': 'r', 'asset class': 'Commodities'},   \n",
    "    \n",
    "    'HY': {'symbol': 'BAMLH0A0HYM2', 'type': 'd', 'asset class': 'Credit'},\n",
    "    'VIX': {'symbol': 'VIXCLS', 'type': 'd', 'asset class': 'Vol'}\n",
    "}\n",
    "\n",
    "# build dataframe with all series \n",
    "df = pd.concat([Dataset(v['symbol'], fred_API).get_data() for _, v in data.items()], axis=1)\n",
    "df.columns = data.keys()\n",
    "\n",
    "# filter for when data is available accross all and clean\n",
    "frame = df[df.index > '2003-01-01']\n",
    "frame = frame.fillna(method='ffill').dropna()\n",
    "\n",
    "# flip JPY and CAD for more intuitive direction in later analysis\n",
    "frame['JPY'] = 1/frame['JPY']\n",
    "frame['CAD'] = 1/frame['CAD']\n",
    "frame['WTI'] = 100 + frame['WTI']  # negative prices!\n",
    "frame.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With all of our data in hand, let's standardize it by differencing levels and calculating returns. Note, I use a 2 day window to smooth the effect of comparing accross different markets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gs_quant.timeseries import returns, diff\n",
    "\n",
    "frame_t = frame.copy()\n",
    "for key, v in data.items():\n",
    "    frame_t[key] = returns(frame_t[key], 2) if v['type'] == 'r' else diff(frame_t[key], 2)\n",
    "frame_t.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 - Model explanatory factors through time\n",
    "\n",
    "Now the fun part. Let's run a 3-factor PCA for a 42 day rolling period and record how much variance is explained by each component over our time frame. I standardize the values (0 mean, unit variance) to bring them to the same scale. Note, you can play around with number of components and time frame without having to change any code!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from collections import defaultdict\n",
    "\n",
    "period = 42\n",
    "components = 3\n",
    "f_loadings = defaultdict(list)\n",
    "\n",
    "for start in range(len(frame_t) - period):\n",
    "    d = frame_t.iloc[start:start + period]\n",
    "    d = (d - d.mean()) / d.std()\n",
    "    model = PCA(n_components=components)\n",
    "    model.fit(d)\n",
    "    for i, c in enumerate(model.explained_variance_ratio_):\n",
    "        f_loadings[i].append(c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now look at variance explained by the top 3 components over time. I smooth the chart by looking at a 21d rolling average. \n",
    "\n",
    "Looking at the graph below, we can see the top 3 components explain ~65-85% of the variance over time. Additionally, variance explained most recently is among the highest over the period. This is not too surprising as with the high volatility we've seen correlations among many assets in question have increased significantly. \n",
    "\n",
    "As Jack pointed our in [his note](https://marquee.gs.com/s/content/articles/9ea25a7d-2560-4658-8122-2a5b1eff7d28), this is on par with the spikes observed during the GFC, Brexit, the August 2015 CNH devaluation, and the Eurozone Debt crisis. Notably, more equity specific crisis like the December 2018 SPX crash and the February 2018 'Volmageddon' lead to correlation spikes, but not to the extent observed during the more global events. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x189dfd68>"
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     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "factors = pd.DataFrame(f_loadings)\n",
    "factors.index = frame_t.index[period:]\n",
    "factors.sum(axis=1).rolling(21).mean().plot(title='Variance Explained by Top 3 Components')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Contribution to variance from each component')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.stackplot(factors.index, factors.to_numpy().T)\n",
    "plt.title('Contribution to variance from each component')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the chart above, we can see the top 2 components dominate the varience explained so let's dig into them in a bit more detail to understand what they intuitively represent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 - Interpreting the top 2\n",
    "\n",
    "In order to understand the most important factors that drive the structure of the correlation matrix we plot the loadings for each asset class against the first two PCs in the PCA over the full sample. This can allow us to visually identify how each asset class loads on the 2 principal components. If an asset or asset class has a high absolute value on one and not the other, we can say this is primary driver of this component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PC2')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_model = PCA(n_components=components)\n",
    "full_data = (frame_t - frame_t.mean()) / frame_t.std()\n",
    "full_model.fit(full_data)\n",
    "\n",
    "components_full = pd.DataFrame(full_model.components_, columns=frame_t.columns)\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "color_map = {\n",
    "    'Equities': '#20396D',\n",
    "    'FX': '#68A2BF',\n",
    "    'Rates': '#CD252B',\n",
    "    'Commodities': '#E3E311',\n",
    "    'Credit': '#E3E000',\n",
    "    'Vol': '#67E311',\n",
    "}\n",
    "\n",
    "for i, row in components_full.iteritems():\n",
    "    plt.scatter(row[0], row[1], color=color_map[data[row.name]['asset class']], label=row.name)\n",
    "    plt.text(row[0], row[1], row.name, fontsize=9)\n",
    "\n",
    "plt.axhline(0, color='grey')\n",
    "plt.axvline(0, color='grey')\n",
    "\n",
    "plt.xlabel('PC1')\n",
    "plt.ylabel('PC2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19457d68>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "PC1, PC2 = components_full.iloc[0].abs(), components_full.iloc[1].abs()\n",
    "(PC1/PC2).sort_values().plot(kind='barh', title='PC1/PC2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19450940>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(PC2/PC1).sort_values().plot(kind='barh', title='PC2/PC1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the above, some themes pop out for each of the components:\n",
    "    \n",
    "* PC1 = Growth/Risk (PC1): The primary driver of Equities, Credit, Vol\n",
    "* PC2 = Real Rates (PC2): The primary driver of Gold, Real Rates, and FX (though FX is more mixed)\n",
    "\n",
    "Let's now see how the loadings over the whole period compare to the most recent 42 day window to tell us how risk might have evolved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PC2')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "\n",
    "components_recent = pd.DataFrame(model.components_, columns=df.columns, index=factors.columns)\n",
    "\n",
    "for (_, col1), (_, col2) in zip(components_full.iteritems(), components_recent.iteritems()):\n",
    "    plt.scatter(col2[0], col2[1], color=color_map[data[col2.name]['asset class']], label=col2.name)\n",
    "    plt.scatter(col1[0], col1[1], color='grey')\n",
    "    plt.plot((col2[0], col1[0]), (col2[1], col1[1]), color='grey', alpha=0.3)\n",
    "    plt.text(col2[0], col2[1], col1.name, fontsize=9)\n",
    "\n",
    "plt.axhline(0, color='grey')\n",
    "plt.axvline(0, color='grey')\n",
    "\n",
    "plt.xlabel('PC1')\n",
    "plt.ylabel('PC2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see in the above, this has been much rotation though equities, vol and credit are still primary drivers of PC1 and rates of PC2. One of the main changes is FX shifting towards PC1, reflect more about growth in the recent past."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4 - Actual vs Predicted\n",
    "\n",
    "Now let's leverage this PCA model to predict where levels should be as explained by the top three factors (PC1 and PC2 discussed above as the primary two). Let's transform back the levels and plot actual vs predicted to see where there may be interesting disclocations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_returns = pd.DataFrame(full_model.transform(full_data), index=full_data.index)\n",
    "res = pca_returns.dot(components_full) * frame_t.std() + frame_t.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform(tr_df, since):\n",
    "    t_d = tr_df.copy()[since:]\n",
    "    for key, v in t_d.items():\n",
    "        t_d[key] = (1 + t_d[key] / 100).cumprod() if data[key]['type'] == 'r' else t_d[key].cumsum()\n",
    "    return t_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "since = '2020-01-01'\n",
    "predicted = transform(res, since)\n",
    "actual = transform(frame_t, since)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_plot(asset, actual, predicted):\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    actual[asset].plot(label='actual')\n",
    "    predicted[asset].plot(label='predicted')\n",
    "    plt.title(asset)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8GKDpJb8HArFlnai1nq61Dtdah/v6+pqlckJYk7ScArQuP61CeYZ1aoyPqyOzNkVddWzJnlgc7Gy4tYM/AL1DvAFjta6wHOYK+EuAiSWzdXoCadJ/L0TtSC3Jo1PRWTqlHO1smdAziDVHEjiZcHELxMKiYn7bd44Bbf0u7I/bIcADNyc7CfgWxlTTMucBW4A2SqkYpdTflFJTlFJTSk5ZBpwEjgNfA4+aolwhROWlXEiNXLkWPsC9PZphb6v4bnP0hce2nEwiMTOPUZ0vDtDa2ih6tvBmswR8i2KqWTrjr3NcA4+ZoiwhRPWkXsiUWbkWPoCvmyO3hQbwy84Y7u7WlA4BHizZE4ubox392/hddm7vEG/+jDQWbDWtxIwgUXNkpa0QViblQi78yrfwAZ4c0Ao3J3tGf7GFRbvPsuLAeW7t2Agne9vLzusd4gNQ7/Lw1GUS8IWwMtVp4QME+7iw5PE+tGvsxt9/3ENGXiEjy5hv39rfFW8XB7ZKt47FkIAvhJVJzS7A1kbh7lT1Hl0/dyfmTe7J+O5BdG7qeWFWzqWUUvQKMfrxJY2CZZAtDoWwMinZ+Xg0sK/2nqmOdrb8585O1zynd4gPv+07R1RiFi18XatVnqg+aeELYWVScwqqNEOnKkpb/pukW8ciSMAXwsqkZudXeg5+VTXzdqaVnyszN0aRX1hsljJF+STgC2FlUrIKrrnTlSkppXh5eDuiErOYWcYKXWFeEvCFsDJpOZXLo1Nd/dv4MbCdP5+sPkZcuuTWqU0S8IWwMinZ+VWeg19Vr41oT0Gx5v+WHzZrueJyEvCFsCJ5hUVk5xfR0MV8LXyAIG9nJt/YgoW7zxIRnWzWssVFEvCFsCKpJatsK7rblSk9enMIjT2ceH3JQYrKyKkvap4EfCGsSOqFtArmbeEDODvY8dKwdhyMTefHHWeu/wRhchLwhbAiKRdSI5u/hQ8wIrQxPZp78d7Kw6SVfPgI85GAL4QVKc2j41FLAV8pxRsjO5CWU8AHfx6plTpYMwn4QliR2uzSKdWusTsTejbj+62nOHw+vdbqYY0k4AthRVIsIOADPDOoNR4N7Hl98UFJrGZGEvCFsCLJWXk42tnQwMH2+ifXIE9nB569tQ3bopL5fb/sdmouEvCFsCI7olNo19i9tqsBwLhuQXQIcOft3w+RnV9Y29WxChLwhbASyVn57I1J5eYrtiKsLbY2in+N7MC5tFy+WHuitqtjFSTgC2El1h9NQGvo38a3tqtyQXiwF7d3DuCr9Sc5m5pT29Wp90wS8JVSQ5RSR5RSx5VS/yzjeH+lVJpSak/J7TVTlCuEqLg1R+LxdnGgUxOP2q7KZZ4f0hatNV9KK7/GVTvgK6Vsgc+AoUB7YLxSqn0Zp27QWncuub1Z3XKFEBVXVKxZfzSBm9r4YmNTvZ2uTC3AswGjuwbyY8QZyaZZw0zRwu8OHNdan9Ra5wPzgVEmuK4QogJWRcax81TyNac37o1JJSW7gP4W0n9/pUf7t6SoWPPVupO1XZV6zRQBvwlwaWKMmJLHrtRLKbVXKbVcKdXBBOUKYfXSsguY9H0Ed32xhaEfb+D7rafIzLt6xsvaw/HYKOjXyqcWanl9Tb2cueOGJszZdoqEjLzark69ZYqAX9b3wyubGruAZlrrMOATYFG5F1NqslIqQikVkZCQYILqCVF/RZ5LR2uY0DMIG6V4ddEBery9ipcW7icy9uIq1jVHEugS1NCsG59U1mM3t6SgqJhvNkgrv6bYmeAaMUDTS34PBGIvPUFrnX7Jz8uUUp8rpXy01olXXkxrPR2YDhAeHi5L8IS4hshzxn+tpwa0xsfVgT1nUpmz7TS/7oxh7rbT3BDkyR03NGH/2TSeHdy6lmt7bc19XBgZFsB3W6IZ2N6fbsFeJr3+hmMJZOUVMqRjY5Nety4xRQt/B9BKKdVcKeUAjAOWXHqCUqqRUkqV/Ny9pFzZxl6IajoYm4afmyO+bo4opbghqCH/GxPGtpcG8MrwdqRlF/Da4oMAFtt/f6mXh7cnwLMBD8zczq7TKSa55rm0HKb+sJP7Zmzn8bm7Scq03i6jagd8rXUh8DiwEjgE/KS1PqiUmqKUmlJy2mjggFJqLzANGKclgYYQ1RYZm077gKtXzno6O/DwjS1Y/Y+bmPtwD965oxMdyjjP0vi6OTJvUk983Ry5f8Z29p5Jrdb1NhxLYMD761hzJJ4HegdTWKxZvCf2+k+sp5Qlx93w8HAdERFR29UQwiLlFRbR4bWVTO7XgueHtK3t6phUbGoOY6dvIS27gLmTetKxCmsHCoqKGfzhepSC7x7sTlMvZ0Z+upGCIs3yp26sgVpbBqXUTq11eFnHZKWtEHXUsbhMCot1mS38ui7AswHzJvXEzcmeCTO2cehc5dMoz99+mqjELF4Z3o6mXs4AjO4ayKFz6RyMTTN1lesECfhC1FGlA7YdAixr5aypBDZ0Zt6knjSwt+Xeb7ax5UQS+YXFFXpuZl4hH606Ro/mXpflDhoZFoCDrQ0/R8TUVLUtmilm6QghakFkbDrODrY0K2m91kdB3s7MndSTsV9tYfzXW3GwtaFtYzda+bnRzNuZZt7OBHk508zbhYbO9pTMDWH6+pMkZeUzY1i7C4+BMbYxqL0/i/ec5aVh7XCwq1ybd39MGl9vOElrf1c6BXrSJcgTN6fa2T2sLKsi4655XAK+EHVUZGw67Rq7W1yqBFNr7uPCyr/3Y/OJJPadTWV/TBqbjify667L0zC4OdrR1Mv4EFh3NIHhoY3p3NTzquuNDg/k9/3n+OtwXKWmaOYXFvPMT3s4lZTNkr3GN40mng1Y+XQ/XB0rFkqz8grZejKJI3EZ3N8rGJcKPu96YlKyeWNJJKsOScAXot4pLtZEnkvnjhvKWtRe/zR0cWB4aGOGh14M0LkFRZxJzuZUUjankrM5nZTF6eRsjsRl4O5kz/O3tinzWje29MHPzZFZm6O5tUOjy74BXMvMTVEci8/k64nh9GjhxbojCTwxbzdfrz/J04PKXuNQVKw5cDaNDccSWH8skd2nUygoMibK7D2Tyhf3dq3yB3ZuQRHrjibw275z/Bl5HoXin0PbMvW/5T9HAr4QdVBMSg6ZeYV1YqplTXGyt6WVvxut/N0q9Tw7Wxsev6Ulry0+yA9bT3Ffr+DrPicmJZuPVx1jYDt/BrX3B+C2sABWHDjP1xtOcm/PIPzcnACIz8jlr0PxbDiWyMbjiaTlGNtKdghw5299W9CvlQ/7z6bxn+WH+Xj1sas+LNJzC5i26hjpuQU8O7gNfu5OF47lFxaz6XgiS/fG8mdkHBl5hXi5OHBXl0Cm9g8hsKEzU6/12iv1TgkhLELkOWOWSX2coWMOE3o0Y9WheN5edojeLX0I8XW95vlvLo0E4I2RlycCfu7WNqw8eJ5pq4/x1u2dWHM4nifn7SYjr5BG7k4Mau/Pja186NPSBx9XxwvP6xXizdG4TD5efYw2jdwY0M4PreHPyDj+/VskCZl52NvYsHz/ef4xuDUhfq78tvccKw6eJy2nAHcnO4Z2asSI0AB6h3hjZ1uxsQgJ+ELUQZGx6djaKFpXsnUrDDY2ivdGh3LrR+t5+sc9/Dq1NynZ+Re7iJKyOZ2czamSbqLEzHxeGNKWwIaXD5AH+7hwb48gfth2Gic7W2ZsiqJdI3f+NyaMdo3dyu0uUkrx9h0dOZGQyaNzdl12rFMTD76eGI57A3teW3yAN0o+bFwd7RjU3p8RoY25sZVvpQecQRZeCVEn/W3WDs6kZPPH0zfVdlXqtOX7zzF1zi4cbG3IL7o45VMpCPBoQJCXMQuofYA79/QIwr6MlnRiZh43vbuGrPwihndqzHtjQnF2qFhbOjkrnwW7YsgrvDgIfFtYALYl/fpaa9YeTSC/sJibWvviZH/9zeevtfBKWvhC1EEHY9Pp2cK0ycWs0dBOjXlleDtiU3MJ8mpAM28XgrydCWzYAEe76wdXAB9XRz4c25m4jDwm9Aiq8CAwgJeLkQKjPEopk+5BLAFfiDrmfFou59NzCStjyqGovGsF3Ioa3KGRCWpS82SlrRB1zJ6ShGJlzTEX4lok4AtRx+w5k4q9raJdY5mhIypHAr4QdczeM6m0b+xeoQG8Clv9JuyZa7rrCYskAV+IOqSoWLMvJtW0/ffJJ2HD+xLwrYAEfCHqkBMJmWTlF5m2/37HDOM+5ZTprikskgR8IeqQPaeNAVuTtfALcmD3D4CC9BgoKjDNdYVFkoAvRB2y+0wq7k52NPd2Mc0FDyyA3FQIGw+6GNLOmOa6wiJJwBeiDtl7xui/N1lK5B1fg29buOFe4/eUaNNcV1gkCfhC1BE5+UUcicswXf/92Z0Quxu6PQwNg43HJODXayYJ+EqpIUqpI0qp40qpf5ZxXCmlppUc36eU6mKKcoWwJgdi0ygq1oQFmijg7/wO7F0gdCy4NQZbBwn49Vy1A75Syhb4DBgKtAfGK6XaX3HaUKBVyW0y8EV1yxXC2ph8wDb+EDTpAk7uYGMLnkES8Os5U7TwuwPHtdYntdb5wHxg1BXnjAJma8NWwFMpdd29xSw4kacQZrfnTCpNPBvg6+Z4/ZMrIvO80bIv1TBYpmbWc6YI+E2AS4f2Y0oeq+w5V0nOyqt25YSoD7TWbItKJjy4oakuCBnnwe2SpF8Ng6WFX8+ZIuCXNV3gyrZ5Rc4xTlRqslIqQikVcT4th4xcmRcsxPH4TBIz8+gd4m2aC+akQFH+1QE/N9U4JuolUwT8GKDpJb8HArFVOAcArfV0rXW41jq8GMVX606aoIpC1G2bTyQB0DvExzQXzDhv3F8a8D2bGffSrVNvmSLg7wBaKaWaK6UcgHHAkivOWQJMLJmt0xNI01qfu96F/RwL+WbjSeLSc6tdycy8wmpfQ4jasvlEIoENG9DUy/n6J1dEZmnAv6IPH6Rbpx6rdsDXWhcCjwMrgUPAT1rrg0qpKUqpKSWnLQNOAseBr4FHK3JtX9ssioo1H/55tEp1yy0oYsGuGO76YjMdX1/JU/N3k1tQVKVrCVFbioo1W08mm647By628F39Lz7WsLSFH226coRFMcmOV1rrZRhB/dLHvrzkZw08Vtnr2uSlcn/3RszceoYgb2ce7tuiwhv3pmUXMPyTDcSk5NDcx4UxXQP5ZVcMJxOymD6xK409GlS2OkLUikPn0knLKTBddw5ARskX7Eu7dJw8oIGXBPx6zLK3OCwu4plm0ZxOC+LdFUdYuOss/769Iz1bXL+l8+7Kw8Sm5vD1xHAGtPXDxkZxa4dGPDV/N8OnbeTmNn6EBnoQGuhBO1PnFhfiCq8vPsDp5GxCAz0Ja+pB7xCfCv/NbT6RCEAvk7bw48DRHRyuyMnTMBhSpQ+/vrLsgG9rj/PhX5k+cQ6rD8Xx+pKDjJu+lTu7NOGlYe3wcS17PvKeM6nM3X6af3SxY5DtLjiQAVozsN0IFj7Wh3dXHGHd0Xh+3RUDgJ2NorW/W8kHgCehgR60aeRW5g71QlRWZl4hs7eewqOBPWuPJqA1BHs78+aojvRr7Xvd528+kUSIrwv+7k6mq1TGuctb96UaBsO5PaYrR1gUyw74DRrC0ZWQncyAdv70DvHh0zXHmL7+JKsPxfP8kDaM7xZ0WSKpomLNK4v2M8TlGI9FvgkHL+mz3z+Q1uN/5Jv7w9Facy4tl30xaew/m8q+mDSWHzjP/B3GcoHmPi58PbErLf3cqlT1gqJizqbkcDo5m1PJ2bT2c6VHBb6ZiPpnX0wqWsOHYzvTPdiLzSeSeGfZISbO3M7w0Ma8NqJ9ucG8oKiY7VHJ3NUl0LSVyowrP+AfWgLFRcbqW1GvWH7ALz4LkYsg/CEaONjy3K1tueOGJryy6AAvLzzAzxExvHV7Rzo28SAjt4BZm6JJjT3BArcPUZ4t4fYvjKXjJ9bA8udg2bMw4kOUUgR4NiDAswFDOhp/+FprziTnEHEqmXeWHeL2zzYzbXxnbmnrX24Vi4s1644lcPR8BqeSszmdlM2p5CxiU3MpKr641MDWRvH9Q93p3dKE/bCiTth7Jg2AzoGeuDjaMai9Pze28mH6+pN8uuY4644k8Myg1kzs1Qy7K75V7u6yGPEAACAASURBVItJJTu/yLQDtmC08Jv2vPrxhs2guBDSzxqpFkS9YtkB394ZfNrAvp8g/KELD7f0c2PepJ4s2nOWt38/xMhPN9LM24WoxCwakMtKt4+xV8Uwbi74tDSe5NPK+CPe9BF4NYfeT4K6fD2YUoogb2eCvJ3p0cKbR76P4G/fRfCvkR2Y2Cu4zCr+748jfL72BAANne0J8nbhhqYNub2zM029nGnm5YyfuxOTZ0fw6NxdLHmsL0HeJppaJ+qEPWdSaObtTEMXhwuPOdnb8uSAVozqHMBriw/y5m+R/LrLaLzcEGSspi0oKuanHUa3Y0XGrSpMa6MPv7wWPhgDtxLw6x3LDvgAYWONDZZ/fhDaDINWA6FBQ5RS3HFDILe08WfaX8c4nZzNmDAfxpx6A5+z0ah7fr4Y7EsNeB1SouDP12Ddu8Yf92W35saHgUdTmng24OdHevPEvN28vuQgTb2cubmN32WXW7I3ls/XnmBct6a8NLwd7k725b6MryeGM+qzTUyaHcGvj/bG1dHy33phGnvPpNGjhVeZx5p5uzDrwW4sP3CeN5dGcucXmxnfPYjB7f35z7LDHInL4O7wwMs+LKotJwWK8q4f8Jv3M12ZwiJYftTpNglST8Ph3+HgAlC20Kw3tB4CbYbi4R3CqyPaQ2Y8zL8HYnbAkP8aHwxXsrGBO6ZD85sg8ajxR510HI6vgsJLFncpGwjqRYPhHzBtfGdGf7GFJ+ftZtFjfQjxdQXgwNk0nv9lL92DvXhzVMeyp4tqDdnJkHySYI8mfHrPDdw/czvP/LiHLyd0Nd0mFsJinU/L5Xx67jVTGiulGNapMf1a+/LRn0f5dnM0c7edpolnA76eGM6g9uV3KVZJWatsS7kHgo298f9D1DtKW3BKyvDwcB0REWH8UlxsbNhwdDkcWQHxB43HfdpAq0FwcBHkJMMdX0L7K5N1XkdxsTGIlRJtfANIOg4R30JeBvR7jpiOjzDqix14NLBncr8W7D+bxsqD53GwtWHJE33xsc2GxOOQfBKST0DSiYs/5xr9tzi4wYPLmHHCjX//FslTA1rx9KDWJnuvhGVaceA8U37YyYJHe9MlqGKJzyJj09kWlcTYbk1xdqiBNtmJv+D7O+CBZRDc5+rjM4dCfiZM2WD6skWNU0rt1FqHl3XM8lv4pWxsoGk34zbgNSPfx9EVcGQZbPsKXHzhweUQ0Llq13ZvbNya9TIe6zEVVrwAa98hMGo9X477mvHf7uGfC/bj5mRHWKAnLw9vh0/kbFj+AujS2UAKPJuCVwvoOBq8Q8C9Cax8GeaM5qGHVnLoXCAfrz5G20ZuDO103SzRog7bcyYVe1tF+8buFX5O+wB32gdU/PxKu1YLH6DlAPjr38a3Zle/ss8RdVLdCfhXatgMejxi3PIywc4RbMvvQ680V18YPRNaDoJFU+nm8BQrnvgSGztHgr1dsFEY4wBr34FWt0L4g0aQbxhs1OVKfu1gxmDUD3fx9v3LOZGQyTM/7aWRh9OFQTpR/+w9k2p5C/sqGvBP/AVh48xXL1Hj6sfKIkdX0wb7S3UeDyM+hGN/0HLjs7SwicPm5F+w9Ckj2IeNN2YDtRkKvm3KDvZgHLvnJ0iPxfGn8Xw1th1eLg7c9cVm3lwaKcnd6qGiYs2+mFTTbUloKhnny15lW6pRGDj7wPHV5q2XqHF1t4VvTuEPQl66Mbvn4IKLj/d8DAa/ZXQJVURQDxg9A+bfi9+fT7Ds8Rm8++cxvt0cxe/7Y/lyQldp7dcjJxIyycovMt2m46aSeb781j0Yf88hNxst/OLiiv99C4sn/5IV1ecpGD/fWMj14HJ45jAMeafy/xnaDoch/4HDv+Gx6d+8fUcnFj7aBwc7GybN3sm5tJyaqb8wO5PvQWsqGecvz5JZlpYDITsRzu8zT52EWUjAr4w2Q6HzPca0UPdqDLb2nArdH4Etn8LqN+kc4MLM+7uRW1DE5Nk7JYVzPbEnJhU3Jzta+JTTdVJbMs5dnge/LCG3GPfHV9V8fYTZSMCvLUP+A50nwIb34ZsBtFIxfDS2Mwdi03jh131Y8nRZUTEHz6bRMcDDstZbXGuV7aVc/aBRJ6NbR9QbEvBri40t3P4ZjP0B0s7CV/0YqHbw7OA2LN4Ty0sLD1BYVFzbtRRVpLXmZGIWLf1ca7sql7vWKtsrhQyAM9sgN73m6yXMQgJ+bWt3Gzy2Dfw7wsIpPNpJ82j/EOZtP80j3+8kO19m79RFSVn5ZOQW0tzSunMy44z7igT8lgOMRGrRsgCrvpCAbwlcfGDs92Brj/ppIs/f0pR/396RNUfiGf/1NhIz82q7hqKSohKzAGjua2EBv3SnK9cKBPymPcHeRaZn1iMS8C2FR6AxZTP+EPz2NPf1COLLCV05cj6du77YTHRJABF1Q1SC8e9leQO2lWjh2zkYCdSOrzL6/kWdJwHfkoTcAv1fhH0/ws8PMDjYnrmTepKRW8idX2xm9+mU2q6hqKCTiVnY2yqaeFrY3sll7WV7LS0HGFseJp+suToJs6lWwFdKeSml/lRKHSu5L3PVkFIqWim1Xym1RykVUZ0y671+zxm5gg7/Dp/3oEv2Fn6daqRTHv/1VlZFxtV2DUUFRCVmEuTlfNWGJrUu9RQ4eZa/yvZKF6ZnSrdOfVDdv8Z/Aqu11q2A1SW/l+dmrXXn8rK4iRI2NnDjP2DyWqMVNn88zTf8gwUPdqC1vxuTv49gzjbZZNrSRSVm0dzHwmboAMTshIAbKn6+d4ixT8QJCfj1QXUD/ijgu5KfvwNur+b1RKlGHeHhv6Df87DvJ3xm38RPA3Po38aPlxceYNrqY7VdQ1GOomJNdFI2LSxtwDYvw0gr3rRH5Z7XcgBEbYBCmTxQ11U34Ptrrc8BlNyXl0tVA38opXYqpSZXs0zrYecAt7wMD/8Jjm44zR/NN14/MC60IR/8eZRd0qdvkWJTc8gvLLa8KZlnd4IuNlKMV0bIACjIgtNba6ZewmyuG/CVUquUUgfKuFVml5E+WusuwFDgMaVUuXunKaUmK6UilFIRCQkJlSiiHmvSFR5ZD72fwGbXd7wTP4VbXU/ysizOskgXpmRaWsA/s8O4b1LJXtXmN4KNnXTr1APXDfha64Fa645l3BYDcUqpxgAl9/HlXCO25D4eWAh0v0Z507XW4VrrcF9f36q8pvrJ3snIzPngcmyUDV8UvUH7uN+YvaXm+/PTcgr419KD7Dwl3ygqojTgW9yUzDPbwLcdNKhkMjdHN2NO/nFJs1DXVbdLZwlwf8nP9wOLrzxBKeWilHIr/RkYDByoZrnWq1kveGQ9KrgP7zt8Seaf/0dcDWbYPJmQyR2fb+LbTdE8/N0OziRn11hZ9UVUYhYuDrb4upWzN0JtKC429nuubHdOqZYDIG7/xXn8ok6qbsD/P2CQUuoYMKjkd5RSAUqpZSXn+AMblVJ7ge3A71rrFdUs17o5uaPu/YXMNnfxpJrPoU/H8PuG7SbPsrn+aAKjPttEanYB748Jo6hYM2l2BFmyWcs1nUzMormvC0pZUNK0pGOQm1r5AdtSLQcY95JMrU6rVsDXWidprQdorVuV3CeXPB6rtR5W8vNJrXVYya2D1vptU1Tc6tk54DpuBsfaP0nvgq0MXDWMuW8/yLII08zeycor5IU5GxnvHMGG1j9z14Zh/NwzmqNxGTzz0x6Ki2XlZXmiEjMtb0rmme3GfWC5vanX5t/J2Dda0iXXaRa2KkRUilK0uvvf2D+1k7QWw3mIxTRYOoX4jNxqX/q3XdHM1S/wUva7uEStBK1ps+dt3hzoz8qDcTwwawfn06pfTn2TV1hETEqOeQdsDy4yFkYVXeOb15lt0KAheLesWhk2NsYirJNrjO4hUSdJwK8HVMNm+N3/HUk9X+RmFcEvP31fretprUna8A3NbeLQd0yH507AhF8gP4t7M2fx5qgO7IhKZvCH61i0+6zk7r/E6aRstDbjgG3qGfj5fvjhTni/Nfz2NERvvDoox+yAwG7V266w5UDIToJze6pXZ1FrJODXI94D/k6qYwC3nPqYzUfPV/k6+6PjuCPrR+I9b0CF3g22dsYm7D2nonZ/z8TABJY9dSOt/N34+497mPrDLpIqkNEzPj2XzccT2Xw8kS0nkupl6ueT5p6SebRkOGzY/6D5TbB3PswaDh+2hxUvQkyEkQM/4TA0rWJ3TqkWNxv3Mj2zzpKAX5/YO+E84h3a2pxh668fkV9Yta/eJ1d+TmOVjOuQV+HSgcebXjC2xlv2D5p7OfHTI714cWhb/jocz+AP17PyYPkfMlGJWQz8YB33fLONe77ZxvivtzLg/XWsOHCuXn1DKJ2SGWyugH9kGXi3gu6TYMy38NxxGD3TWLux4xv4ZgBM62KcW9X++1KuvtA4TPLq1GF2tV0BYVoOHW8ndX037o//ge/WjGXSoErkTQHS0tLpfW42Ua5hNG9zy+UHHd2MtQC//g3m34PtbR/zyE0h9G/jxzM/7eGR73dy5w1NeH1kBzwa2F94WnpuAQ9/twM7Wxu+fbAbzva2pOUU8OGqY0z5YRc3tfalb0sfPJzt8Whgj2cD+0t+dsDJ3sayZrxcw4n4THxcHS57/TUmN91IedBz6sXHHFyg413GLTfNSMJ3YAGkx0KgCdJYhQyATR8b13byqP71hFlJwK9vlMLzzvcp/uomHDf8H2e6fktTL+cKP/3wsmn0UClE9f/i8tZ9qY53QWY8rP4XfNYDhv2PNp1Gs+ixPnz613E+XXOczSeSeHl4O3qHeOPp7MDf5+/hVFI2Pzzcg54tvI3c6vlZ3NKmN99tPc1Hq46y7mj5q6odbG1o29iNj8Z2poWvhc1+ucKu0ymEBlZyYVNVnVgNxQXQZljZx508oPM9xs1UWg6AjR9A1HpjtzZRpyhL/jodHh6uIyIkm3JVZC58Guc93/JWwCe8OnlChVrIWWlJ5H/YmRj7YDq9fJ1t7RKPwaKpxmBg2xEw4kNw9WNfTCrP/LSX4/GZAHi7OJCUlc9bt7Vmwvl3jVkeOSnG1nnN+sKIDyj2bk1mfiFp2QWk5Vy8pWaX3ufz884YCoqK+fSeLtzU2jJXYCdn5dPl33/y/JA2PNq/irNhKmPBI3DsD6Mbx8a25ssDKMyHd1tAp9Fw20fmKVNUilJqZ3lZiaWFX0+5Dv0XWYeWctfZ9/jzwM0M7hR43eccmPcy3XQGsUPeuX4BPq3goZWw5VP4622jtT/8fUI73smyJ29k56kUDpxNY29MKi39XLk35QvY/xN0uhs8m4Kyhe3T4Ys+2PR+AveWA3B39qGphzc09roqgE3o2YxJsyN48Nvt/GNwGyb3a4G9heWaL009Ed7Mq+YLKyqEYyuh9RDzBXu4uAvWidXGN7U60tUmDBLw6ysndxxHvk+HXyby16L/4un6LzoEuOPiWPY/+cnDe+hy7icivIbRveuNFSvDxhb6PAWtbjVa+788CJGLcRj+Pr1CfOgV4m2ct/1r2DgDej8Jg/998fndJ8OfrxpdBBs/uOTCysj34uwDzt7g4kNT/44smPwkzy06wnsrj7B0byxv39GRruYIrhUUEZ2Mg60NoYFm6Ns+s834ptRmaM2XdaWWt8CR341dsLxDzF++qDIJ+PWYXYeRpG4byN9O/8icGYks1f4UeATjFtCGpsGt6BjkTfvG7jjY2pCy8Dn8lAOtx79b+YL82sLf/oTN02Dtf4x54H2fBgdnyE6GNe8YLdGBb1z+PFdfuONLY5ev1NPGHO/sZMhOLPk5CbISjcBy+Decj//Jp3fP5rbQAP619CB3fbGFseFN+efQtjR0cTDFW1YtEadS6BTogZO9GVrcR5aBrcPFHanMqVlf4/70Fgn4dYz04dd3aWcp+HEiNnEHsC26uDK2QNtyRvtymkbkO3gyuHAte9o+Q+dxr1evvLhIWDQFzu29+FjjMHjgd2OWT1VFLjG+Rdg5weiZZDXpw7TVx5ixMQo3JzteHNqO0V0DsbGpnS6G3IIiOr2xkof6NufFoe1qvsBPuxsb39+3oObLupLWRj9+m6Fw++fmL19ck/ThWzOPJthPXm2svMw8D8lR6OQT5J47RoNzR2mXHIV7zlFiHVsQeucL1S/Pvz1MWmuUpWyMvnrnq/vkK639SPBtCz/eC7NH4dJjCi8OfI07uwTyyqL9PP/rPo7FZ/Dy8PbVfw1VsC8mjYIibZ7++9w0SDwCoWNqvqyyKAVBveDU5topX1SZBHxrYWMD7gHgHoAK7oMbcKG9rTUNwHQDcKVlmZpva2Ov31VvwLYv4NgftLntY36c3JcXF+xnxsYobr+hCR0CzD8/POJUMgBdmzWs+cLO7TPuG1dujYVJNetl9ONnnDf2XhZ1gmVNcxC1Q6m6M9vCwQWGvQf3LzXmoH83Apv543ilG3i5OPDKogO1kskzIjqFln6ueJljLKE0l01A55ovqzzNehv30sqvUyTgi7qpeT94bDsMeB1ObcFt1k3MaLuT3adTmb/jjFmrUlysiYhOpluwGVr3ALF7wD0QXHzMU15ZGoWBvYsE/DpGAr6ou+wbwI3PwFN7oNVgQg++y31NzvPfFYeJSzdf6ubjCZmk5xaab4rouT2127oHI6Fe027GTB1RZ0jAF3WfsxfcOR3l2ZTXct/DqSCVwR+uZ97202bp3vnrsLGVs1la+LlpkHS89gM+QFBviDsIOam1XRNRQRLwRf3g5AFjZmGfm8RfIfNp5+/Ciwv2c9eXmzkYm1ZjxW48lsj7fxyhb0sfgiqRs6jKLGHAtlSz3oA2FoEVFcKKl+Dz3vD9nbD4MTi5rrZrKK4gAV/UHwE3wOC3cTm1mnnO7zFzsD2nk7K57ZONvLk0kkwT78V7MDaNKT/sJMTXlc8ndDFPRk9LGLAtFRgONvbGtofz74Gtn4GLt7EC+PDvMPduOLurtmspLiHTMkX90n0SFBei1r/LLSfHsKXNKD5VY/lkcxS/74/ltREdGNapUbWD85nkbB74dgfuTnbMerA77k5mSIcMljFgW8q+gfEhu326seZixIcQ/pBxLCsRpveH+fcaU2nd/GuxoqKUtPBF/aIU9HoUntoL/Z7D4eQqnjlyHztCl9LGOYPH5u7i/m93EF2yUUlVpGTlc/+328krKGLWQ91p5OFkwhdwHZYwYHup1reCXQMYO+disAfjA2ncXMhNhR8nQOH1d0QTNa9aAV8pNUYpdVApVayUKnd3BaXUEKXUEaXUcaXUP6tTphAV4uQBt7xizODp9jA+x37hu8wpLG2zkhOnTjPy042kZudX+rK5BUU8PDuCmJQcvrm/G639q5EuotKFpxsDto0tKOD3fRqePwFty8jJ3zjUSL0Qs93o3smo+rabwjSq28I/ANwJrC/vBKWULfAZMBRoD4xXStXO+ndhfVz9YNi78EQEqsMddDo1m/UOf2dswSJmbjhZ4csUFBVz4Gwaj8/dza7TKXw0tjPdm5s5U2dpfqIACxiwLWVjayyGK0+HO+C2aXB6G3zRGw4vM1/dxFWqFfC11oe01keuc1p34LjW+qTWOh+YD4yqTrlCVFrDYCMz59TN2Ab35mX7uagtH5OeW3DNp6VlF3DfjG10eH0lIz7ZyKpDcbw+oj3DOjU2T70vZUkDtpXR9X54ZJ2RbmP+ePjtacjPru1aWSVz9OE3AS5d+hhT8pgQ5uffHsbPJzVkJE8zl80Lvyr7vFNbKEw7x+PzdrH1ZBL39WzGtPE3sOH5m3mgT3Pz1rmUJQ3YVpZvG3h4NfR6HCJmGgO6pVNMhdlcN+ArpVYppQ6UcatoK72s6RDlroZRSk1WSkUopSISEsrf51SIKrOxwXP8Nxx17MQtR14n5+ByKC4yjqVEw9yx8O0Q0j4fSOSxE7x1e0deHdGekWEBldof2OTiDkKjTrVXfnXZOcKtb8N9i4wFZF/fAps/MTK5CrO47rRMrfXAapYRAzS95PdAIPYa5U0HpoORD7+aZQtRNjtH8sb8wJnZQwj5eZyRF6ZRR6OfXNlyJORBgo7PYanXxwSEWsBm3YX5kHSs7MHRuibkZpi6GZY8AX+8AsdXw+1fgHstdJNZGXN06ewAWimlmiulHIBxwBIzlCvENXVqGcz7QZ/xXPHjnG85xtjYo/0oNg5ZzojDg/nE5xUa5xyDH+8zAm5tSjpmbPzuV0/mO7h4w7g5MOIjOL21ZED399quVb1X3WmZdyilYoBewO9KqZUljwcopZYBaK0LgceBlcAh4Cet9cHqVVsI03hjbB92egxiwMGh7Bz0E2s7vMVDC2Jp39idKZMeRY36FE6ugbUV2Ni9JsUfMu7rS8AHY81E+IPwyHpj967598Dv/4CCnNquWb0lWxwKqxeXnsvYr7aQmJlPflExrfxcmftwTzycS1bPLpwCB36Fx7aBV4vaqeTqN2HTx/DSObCr/f17Ta4wz3iNWz4F/47wwG/QwEzppuuZa21xKCtthdXzd3di7qSeeLs6EOLryg9/63Ex2IORc9/GHla+UnuVjIsE71b1M9jDxQHde36GxKOW0Y1WD0nAFwII8GzAH0/3Y+njfWh45a5V7o2h3z+MLf1O/FU7FYyPBD8zbI5e21oPhpGfQvQGY76+BfdA1EUS8IUo4Whni51tOf8lej5mLN5a8SIkn7w4jdMc8jIh9ZSxhsAahI2Fm16APT/Apo9quzb1imTLFKIi7J3g1neMgcVpN4CdE3i3BJ/WxqKioJ7Qon/NlJ1w2LivTwO219P/RTh/ANa9Bz2mGJk5RbVJwBeiotoOhykbIXY3JBwx+prP7oSDCwFttEr7v2j6DeHjI417a+jSKaUUdH/4Yjda2+G1XaN6QQK+EJXRqNPVq13zs2H5c7Duv5AZB8M/MJKKmUr8IbB3Bs9g012zLgi+EZw84dBSCfgmIgFfiOpycDYGGl39YcP7cGozOLoZ/fzKBmwdjFkoPR6pWuCKjwTftmBjZUNutvbQZpjRyi8qMH4X1WJlf0FC1BClYMBrRipg9yZGy9TVD5y9jWAffwj+eLVqeWPiIq2r//5S7W4z8u5ElZuBXVSCtPCFMKWu9xu3K+37CRZMguj1lRvczUqErHjr6r+/VMjNRp6jQ0uh5YDark2dJy18Icyh3Uho4AU7ZlTueRdSKlhpwLdvAK0GGXl2qjsVtjDP+AC1YhLwhTAHeye44V4jcKWfq/jzSmfo+HeomXrVBe1HGt9yzmyv3nV+vM+YUpt4zDT1qoMk4AthLl0fBF0Eu3+o+HNidxvfDFz9a65elq7VYGPgO3Jx1a9x9A84thLys2D+vZCXYbr61SES8IUwF+8Qo/9+56yKdU8U5sORZUbAM/Xc/rrE0Q1a3wr75hsBu7IK82Hli0Yuont/NjaCXzilagPoeZkQf7jyz7MQEvCFMKfwhyA9BnZ/f/1zo9YbM1Q63F7z9bJ0vZ6AnJTKfTsqteNrI8jf+o4x8Dv433D4NyPldUVz9RQVGlszTrsBPu9prAKugyTgC2FObYZBYDdY+hQs/fu1N/OOXAQObtDiZvPVz1IF9YCmPYz0yUWFFX9eViKs/S+0HGgkZgPo+Sh0ngDr34Mlj5edlTMvA87sgJ3fwfIXjCD/29PGtzQHV1j/buVfQ3ERRG+EZc/DN4OM7jozk2mZQpiTrT08sAz++jdsnganNsFdM6Bx6OXnFRUYrdA2Q40BXwF9njJyGUUugk6jK/ac9e9BfqbRui+lFIz8BNwDjMCdHA1dJkLCIWPNQ/whSDt98fzS7S8HzjEWzv31Fmz4n3Hu9RLaFeYb39QOLTEG7LMTjTxM9s7w/R1w/1Kz7lMsG6AIUVtOrDH6knOSYeAb0GPqxdW0J/4yAsLYOdBuRG3W0nIUF8Nn3Y2VzZPXXX9cI+M8fBwGHUfD7Z+Vfc6+n2DxY1CUDzZ2RjI8v/bGNNjSe89ml69yzk6GjzoZ00XHzLr6mgU5xj69h5bAkRWQl2Z8K2h9qzE9t+VAI/B/OwwKc+GB30067fZaG6BIC1+I2nJhM+/HYeVLFzfzdvM3ZqQ4uMpio0vZ2EDvJ2Dpk0Yrv/3t1w76mz8xvind+Ez554TeDUG9jG8BXiEV22DG2Qu6T4aNH8JNh8Gv7cVjRYXwzUCIO2Ds2NXuNuPWov/l39QcXY3W/bfD4NuhEDrOGKsJ7F6jKTSkhS9EbdMaImbAypeNID/yE+NDoEV/GD2ztmtnWQpy4bNukHra2G6ywx3Q4U5jncKlwT8zwWiFd7gd7vjS9PXISjKu3/pWGPPtxcd3zjLGZ0Z8BDfcB7bXaVMnHoc/X4Pjq6AoDxw9jA13XP2ND4rukypdtWu18CXgC2Ep4g/Brw8brUOAu2dD+1G1WydLlJMCkUvg4AKjf1wXG10xHe6Ejnca+xP88aoxwPvYdvBpVTP1+OstY4zg7u+NxWEFOcYsHo+m8Lc/KjeVNjcdjq6AM9uMrqikE8aYwri5lU64V2MBXyk1BngDaAd011qXGZ2VUtFABlAEFJZXmStJwBdWpyAXVv/LyLj54HKjv1qULzMBDi2Gg4uMGTBo8OsAKVFGoLzrm5oruzAfZt5qBOcp640PoT9fNQblg/tU89p5MGOQ8U1mykbwCKzwU2sy4LcDioGvgGevE/DDtdaVSmQhAV8IUWEZ542xjwMLjJQUD68G39Y1W2ZKNHzZD7yaG9tQNukKE341zbWTTsBX/aBRqNHff73uIYD0cyiPgJoZtNVaHwJQ1rwKUAhhGdwaGXsO9HjEfGU2DIZRn8BPE43fB7xmumt7hxib6SycDN/dZkzdbRhszBpqGAwNm4GDi3FucTHs/BZWvXHNS5prlo4G/lBKaeArrfV0M5UrhBA1q/0oGPgvoxumcZhprx021vjmELnYWGWcn3n5cRdf4wOgKA/O7zd2CSOm3Mtdt0tHKbUKaFTGSeqf7AAADTdJREFUoZe11otLzlnLtbt0ArTWsUopP+BP4AmtdZk7GiilJgOTAYKCgrqeOnXqmvUTQgiroLWxBiAlGlKjjfuUU8Z9Toqx2Xvne1A2NlXv0tFaD6x+PXVsyX28Umoh0B0oM+CXtP6ng9GHX92yhRCiXlAKXLyNW2DXKl2ixnPpKKVclFJupT8Dg4G6mXlICCHqsGoFfKXUHUqpGKAX8LtSamXJ4wFKqWUlp/kDG5VSe4HtwO9a6xXVKVcIIUTlVXeWzkJgYRmPxwLDSn4+CZh4JEMIIURlSXpkIYSwEhLwhRDCSkjAF0IIKyEBXwghrIRFZ8tUSiUAlrbyygeoVE4gC2Pp9bf0+l3K0utq6fWrCEt/DZZYv2Zaa9+yDlh0wLdESqmIimb7tESWXn9Lr9+lLL2ull6/irD012Dp9buSdOkIIYSVkIAvhBBWQgJ+5dX1TJ+WXn9Lr9+lLL2ull6/irD012Dp9buM9OELIYSVkBa+EEJYCQn45VCyjVeNk/fYdOS9rFn15f2VgH8JZXhaKRWo63Bfl1LKtuTe4v5I69p7LO9lzZL317wk4JdQSk0E1gA3AOmW+Ad4PUqpB5RSu4GnarsuZalL77G8lzVL3t/aIYO2gFKqD7AB6H7lNo1KKVUXPt2VUm2B2cBKoBPwjNb6pFLKRmtdXLu1q1vvsbyXNUve39pjtS380q+SAFrrTcA2oF3JsX8qpW5TSrla8j9u6U5iAFrrw8BE4EMgEni85PFa+w9Ul95jeS9rlry/lsEqA75S6k3gNaXUpfkmpgDfKaX2AJ7AE8B7Ja0Ri6OU+iewWyn1X6XUAyUPH9FaJ2NsShOilOpXcq7Z/53r0nss72XNkvfXgmitreYGOP5/e+cerFVVBfDf4oIggg8cSBsz0cmBGwpmI6kpoRmiGVDYmA1GlI5aPqY0SGsydMa0sbEhH1PNSIwvlNIccuoPKw0bxwbNyMckipqJZgookCiw+mPt797j18f97pV7zlnnnvWbOcN5fZffXufcfb+z99lrA9/GErLdBXyq6fi5wOFpfTRwNzCtbO8W5TgOmwR+LDAVWAscmjk+ArgQuCWzryNiHLGM+A6s+PZ1qds3/HeA5UAn8BAwVUTGNg6q6vWqujKtvwq8DowqQ7QNQ4BHVXWNqv4B+DFwZeb4JmAZsFFELheRq4EDCnKrWowjlvkS8XVErSp8tTbCf6jqJmApsB9whIgMhe5Xw0RklIhcAxwK/KUs3x4YDuwtIsMAVPUHwL4icmraVuAtrEPsHOBVVX2mCLEKxjhimS8RX0cM2Ap/R69RqeqW9O9zwApgCjAu7dP0F34p9s1kiqquLkS4BdmOrmzbptrk8QcBn86cfjXwjcz2lcDjwP6q+sOC/dzFWERGZdY9xnJHfu5i2QoRGd9qv6P47sivEvHtN8puU+rvBZgB/AKY1LRfgEFpvSP9uzuwCDgdmAOckvbvXXIZpmPvAC8BLs3s7wCGpvXTsLbRA9L2/sB1wMi0PawkP1cxBk5McVoCXJPZP8hJLHvycxXLHsqwCFjTiJ+n+Lbxq0R8+zUWZQv00wVtjCeYCvwNWIk9Hu6VPZ7WDwT2zGyfD6wDVgMnlVmGVGGejT02ngRMxtoY5zWde2A6fyHwc+BrwG+BGx35lRbjjOtZWNvsjFTJ/BGY7iiWvfVzdb9mf5/S9i3AI8BXG5V82fHto5+r+OZ67coW6M+Li3X27Iu9GbAYewRrHBsELMDeEpiebsJxwLPAJY7KcBLwocz2hdjAFFIlsQB4FTgG2AM4GnuiudiRX2kxbnLtBAan9THAHalibXyju7TkWPbGz9X92uTf8DwPOBN76puQOT4fm/6vrPj2xu9lT/HNexlMhRGRrwPHi8gDwG1q7XAAa0VkGjBFRFar6r+AfYANQKeqrkuffw44RK3TphQyZfgTsERV7xWRDhEZrKpbscEfT6XTx2BlOLhRBuBBEXlIVbc58islxk33w+2q+kTafxjWhDAY+yX/L3AR5cWyL35u7teM//3AHar6kojsgjVLfQn7snWaiDyMver4BvbloOj49sVvvJf4FkLZf3He6wLMwpoWpgI3AT8BJmaOTwRuBma1+Ozgsv17KMOkrCP2pHJUi8920PTo6syv0Bj3dD9gj+37p/URWEV6mINY9tav9Pt1B/4fSce+n/79AlaJPkmm3bvE+PbWr/T4FrVU+S2dycANau/2XoZ1ynQlYlLVx7Ab4BAROS6N9mvkwthagm8rWpXhfABV3ZpeD/sAsFJE9hORM6GrDNs03a1O/YqOcSvXC5Prs6r6QlrfiL11MSrjWlYse+vn4X5t5X9uOnZyegKcD/wa65fYBKXHt7d+HuJbCO4r/ObXKzPbz2K96ajq88BvgN1E5DOZ02/DOmqWAnvnb9ua91CGGen4OMz7AuAechr04d1vJ1yHN90PiMh3gA9jrwHS3xWRd7929NF/TxE5EhtM9WdVnaSqc7Dm0/Hp3DLjW7ifd9xX+Nj7r11kLtAyYHOm8lmLveXQKcYI7EKvwoZyX9z0+SLpaxnGpxv5QOzGHAucrKpXNX2+Ln4749oJICLTRWQFcDAwW1VfrqlfO/ri/3vgWCwtwvzMx2ap6qM19XON2wpfRI4UkTuxhEWd0j1RQqOjeR2W/+Kc9Fi2AWv/HJZugreAC1T1ZFVdW7Ey7JrKsBr4uKqek0cZvPv1l2s6/iRwtqqe4S2WRfjl5L8b9vu2XawjfxCAqr5VN7+q4LLCF5ExWKfLvcBrWJPBPLC243Tarlg+7bXAT0Xk/dhkBe80zlPVfxes3kU/lWGVquYylNu7Xz+6vp3Oe05V/15Hv3bspP/WdN42zSm9sXe/SqF97OUtYgFOwF6zBPsrPQ0b4DMu7bsCu7iHYe3GV2CPx9dTUKa9qpfBu1+VXL37Vd3fu1+VltIF0gWbCVyCtQODpSJ9GjgobY8CvgdchSVjurVxLPMzhkcZqutXJVfvflX39+5X5aXUJh0RGS0id2OJlF4HbhKR2WqpSH+JjZADWA/ch13oYap6uqo+I+9OMrW5YH3Afxm8+1XJ1btfO7z7e/cbCJTdhn8Q8KCqHquqNwLfpDuL3m3AOBH5pFrb22vA+4AtYBkF1UebnPcyePerkqt3v3Z49/fuV3kKT60gNhv8C8DDWJKzNWl/Bza/5ePp1FXA7cC1IjITOB7LdzEESp//0nUZvPtVydW7Xzu8+3v3G2gUUuGLiGCDHW4FtgPPYMmMLlDVV0SkQ1W3ieWs3gO6LuDi1EO/ABvkc6aqri/CuWpl8O5XJVfvflX39+43oMm7k4DujHUHAzen9cFY3ulfNZ2zBPh8Wt8n8zN2yduzymXw7lclV+9+Vff37jfQl9y+4acBEQuBDhG5F5tcYBt05WE5H3hJRKao6v3pYxuBNWKzyH9WRE5U1RdV9e28PKtcBu9+VXL17ld1f+9+dSGXTlsRmYK1x+2Fjca8HBusM1VEjoCuIdELsURHjTa7edgQ6d2Bqar6Yh5+vcF7Gbz7VcnVu187vPt796sVeTw2YBMezMlsX4/NQDUXWJn2DcLa8e4APoj10F9LSmla9uK9DN79quTq3a/q/t796rTkdYGHA0Ppbov7InBlWv8rcF5a/yg2EUTpgahaGbz7VcnVu1/V/b371WnJpUlHVTer6hbtntnmBGwqOYAvY9kWl2Pv1q6E/097Wjbey+DdL4t3V+9+7fDu792vTuT6WmZqh1NsgMQ9afeb2LDpCcAatekH0fQn3hvey+DdL4t3V+9+7fDu792vDuQ90nY7NjDiP8Ch6a/4d4HtqrqicXGd470M3v2yeHf17tcO7/7e/QY+ebcZAR/DLvQK4Ctlt2ENxDJ496uSq3e/qvt79xvoi6SLkBsish8wB/iRqm7J9T/LCe9l8O6Xxburd792ePf37jfQyb3CD4IgCHxQdrbMIAiCoCCiwg+CIKgJUeEHQRDUhKjwgyAIakJU+EEQBDUhKvwg2AEicpmIXNTD8Zki0lmkUxDsDFHhB8F7ZyYQFX5QGeI9/CDIICKXAmcA/8QSfK0ENgBnAbtg+dznAJOA5enYBuBz6UdcB4wGNmNT8D1VpH8Q9ERU+EGQEJHDgcXAZCyx4CPAjcBNqvpaOucK4BVVXSQii4HlqrosHbsPOFtVnxaRyVgK4OOKL0kQtKaQScyDoCIcA9ylqpsBRKSR0XFCquj3BEYAv2v+oIiMAI4C7sxk9h2au3EQ9IGo8IPg3bR65F0MzFTVx0RkLvCJFucMAtar6qT81IJg54hO2yDo5gFglojsKiIjgVPS/pHAWhEZgs3W1ODNdAxVfQObcPtUsAk8RGRicepB0J5oww+CDJlO2+eBF4EngE3At9K+VcBIVZ0rIkcDPwO2ALOxtL83APtied9vV9WFhRciCHZAVPhBEAQ1IZp0giAIakJU+EEQBDUhKvwgCIKaEBV+EARBTYgKPwiCoCZEhR8EQVATosIPgiCoCVHhB0EQ1IT/Ac3763XKBx3bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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knCti7r0D6FTTejDlpfDNPXDuFAx7vsrNXJwc+L87+pCaU8S/Vx65eGWPWwFldM2IZkOSuxDNwLH0XL7cfoq7B7anb5hfzXbSGpY/Dsd/gbEzodOwajeP7uDPlKs68Onm+ItrvUvXTLNUk2n25iql0pVScZWWBSilVimljpof/Sute04pdUwpdVgpdXNjBS5ES/LGj4fwcHasUWmB8379J+xZAMP+Cv2n1miXP43sRqC3K88t2UdZeaU7V6VrptmpScv9U2DkJcueBdZorbsAa8yvUUr1BCYBvcz7fKCUqsGlfCFEVTYfO8OaQ+k8Mqwzra5Q7fEisXOh60i49k813sXHzZm/39qLA6k5zN0Uf2GFdM00OzWZQ3U9kHnJ4nHAPPPzecBtlZZ/pbUu1lrHA8eAgQ0UqxAtjsmkef3Hg4T4uXPfkPCa75iXDnmnIeI6qOXNQzf3asuInkG8veoIiZnmCZ69g6D9IOMGJ9Es1LXPPUhrnQpgfmxjXh4CJFbaLsm8TAhRB4lZBexPyeHB6zri5lyLP4JT9xqP7SJr/Z5KKV4Z1wtHpfjr0rgLt76HXwOn9xqjb4TNa+gLqpaaCBaLIiilZiilYpVSsXL3mhCWnc0vASAsoOoJry06bU7uQb3r9L7tfN35083dWH8kg+V7UoyFHQaDNkHi9jodUzStuib3NKVUOwDzY7p5eRIQVmm7UCDF0gG01rO11jFa65jAwMA6hiGEfcsyJ/cAD5fa7Xh6L/h1MO40raOpg8OJCvPjtR8OUlRaboyTV45wcnOdjymaTl2T+3Jgmvn5NGBZpeWTlFKuSqkIoAsgX/NC1FFWQSkAAZ61Te77qrxhqaYcHRTPj+pORm4x87edAlcvaBcFp7ZY3D42IZOpc7axeEdSnaoYioZVk6GQC4AtQDelVJJS6n7gTWCEUuooMML8Gq31fuAb4ACwAnhUa13eWMELYe8qWu7+tUnuxXlGdcd2UfV+/6s6tuLqTq2Y9etxo/Xe4Wp0Uiyf/nqIuRvjScwsoNykmbn6KBM/2sL2+Ez+uHAPE2ZtYX+K5TlHRdO4YuEwrfVdVawaXsX2rwOv1ycoIYQhs6AEF0cHPGtSHKxC2n5A17vlXuGJ4V24c/ZWvth6kgc6XI3a8l9+WPEDv+nuvPL9AVp5unA2v4Tb+4Xw93G9WLHvNG+uOMTY9zYyZVAH/jiiW81r4IgGI1UhhbBhWfkl+Hk4164WesXF1La1HyljyYXW+wl0TBumAw90OM1bEx5i9cF0tsefZWTvttzezyhJO3FAGDf3asvbqw7z+daT/LA3lb+M7M746FAcHKSme1OR8gNC2LDM/JLa97en7gH3APAJbrA4nryxK2fyinl9XTopLuHc5HmcDq08uX9oBB9NjTmf2Cv4ejjz93G9+e7xoUS09uTPi/dyx4eb2SsTcjcZSe5C2LCsghL8az1SZp8xvr0BZz4aGBHAuL7BjO7TjqDew1CJ26G87Ir79Qr2ZeFDg3l7YhRJWYWMe38Tb686csX9RP1JchfChtW65V5eCukHGqy/vbKZk/rx/uT+OEYMhZJcY8q+GlBKcUf/UH555jqGdWvDrF+PX1y3RjQKSe5C2LCsglL8PWtxMfLMESgvgbb1HylTpfaDjcdajnf3cXNmTGQ7SspMxJ/Jb4TARGWS3IWwUeUmzbmCktrdwFRRdqARWu7n+YZA665wYHmtd+3RzgeAA6k5DR2VuIQkdyFsVE5hKSZdyzHuqXvAyR1a16I0cF30mwqJW2tdArhToBfOjoqDqVKfprFJchfCRmUWmEsP1DS5J/4GOz6BjteBQyNX2u47GRxdYMentdrNxcmBToFeHDotLffGJsldCBt1/u7UmnTLZJ6ABZPAux2M+6CRIwM8W0GPscZkIKWFtdq1ZzsfDkq3TKOT5C6EjapxXZmCTJg/AXQ5TF5kJN6mEH0vFGXXegKPHu18SMspJtP85SUahyR3IWxURcvdr7pb98uK4avJxgTYkxZA685NFB1GffeATrXumqm4qCqt98YlyV0IG3XFPneTCZY+Aqc2w20fGvXWm5JSRus9cSsk76zxbj3aeQOS3BubJHchbFRWfgmuTg64VzUD09rXIW4RDH8Z+oxv2uAq9L0b3Hxhzk3w3RPGXxBX0MrLlUBv14tHzJQVw6ltsOldWHS/8VzUixQOE8JGVdydarFo2M7PYMNb0P8eGPpU0wdXwbM1PLwFNv4Hds4z4vINBf9wY7IQ//ALP34djO2Vokfli6plxfDRdZBhHlbp6AqntsIjm40vDlEnktyFsFFV1pU5/gt89yR0ugFGv92gNWTqxDcERr9lfMns+hzOHIVzJ+HIz5CffvG2zp7QZQQ92z7D3ONnKS034bztIyOx3/IW9BxntP7njICfn4dx71vnM9kBSe5C2CiLdWXS9sM30yCwO0yYB442VCfdNwSuf/biZSX5RrLOSoCsk5AWB7s+5/auQcwqv46TpxLpvP4t6DwCBk439vFqA0OehI1vQ49boevNTf5R7IEkdyFsVFZBKSH+lSbGzj8L8yeCiydM/gbcfKwXXE25eEKbHsZPBa3puns2gx1ao9b/YBQhu+nVi/e7/lk4sgKW/wEe3mR054haqdcFVaXUU0qp/UqpOKXUAqWUm1IqQCm1Sil11Pzo31DBCtGSZOaXEFB5GOT22ZCTBJO+NPq1m6tb/gmtOvOe838JT/gK3X/axckfwMnVGAFUmAUfD4f0Q9aJtRmrc3JXSoUAfwBitNa9AUdgEvAssEZr3QVYY34thKiFsnIT2YWlF+rKlBVD7BzocjOE9LducPXl4okaPxdflU+hyZkBmwbS8bkfeHFp3MUTawf3hXt/gJICow/+6CrrxdwM1XcopBPgrpRyAjyAFGAcMM+8fh5wWz3fQ4gW51zhJXenxi2G/AwY9LAVo2pA7SJJuPlTVvZ5myk3xjAmMpjPt55k9voTF28XNgCm/wL+HeDLibDlfaj8BSCqVOc+d611slLqLeAUUAis1FqvVEoFaa1TzdukKqXaNFCsQrQYF9WV0Rq2fgCBPaDj9VaNqyF1GTyWitqVJpOm3KR5c8UhOgV6cWPPoAsb+oXB73+GJTOMETTpB41RQk61nKGqhalPt4w/Ris9AggGPJVSU2qx/wylVKxSKjYjI6OuYQhhlyrqyvh7uMDJTcbUeYMesv6wx0bi4KB4a0IUvYN9eeKrXRxLv6QksIsnTPwcrv2TMdzys3GQf8Y6wTYT9emWuRGI11pnaK1LgSXA1UCaUqodgPkx3dLOWuvZWusYrXVMYGBgPcIQwv5UFNXy93SGrR8aE15H3mnlqBqXu4sj/7snhjKTZsH2xMs3cHCAG16A382B5B3wv2GQdqDpA20m6pPcTwGDlFIeyriFbjhwEFgOTDNvMw1YVr8QhWh5ssx1ZVqrHDj8I0RPA2d3K0fV+Nr6utEnxJfdieeq3qjPeLjvJ+Mi85wRcGRl0wXYjNQ5uWuttwGLgJ3APvOxZgNvAiOUUkeBEebXQohaqGi5+xUkgDZB+FDrBtSE+ob5EZecTWl1k2iHRsP0tRDQERbeC8Uys9Ol6jVaRmv9sta6u9a6t9Z6qta6WGt9Vms9XGvdxfyY2VDBCtFSZOWX4OHiiGvOSWNBQEfrBtSEosL8KC4zcfj0FRK2b4hxYbU0H+KWNE1wzYhUhRTCBmVW1JXJjAflCL5h1g6pyfQN8wNgV3VdMxVCY4xSDLs+b+Somh9J7kLYoKyKujJZ8cZQQFuqIdPIQv3daeXpwp6aJHeljMm6k36Tu1gvIcldCBuUWWC+OzXzBPhHWDucJqWUom+YX/UXVSuLvBMcnKT1fglJ7kLYiNiETFbEpZKVX2K03D2cjW6ZgJaV3MHomjmekUdOUemVN/YKhG6jYM9XUCbzslaQqpBC2ICCkjLu++Q3covLUMq4KXV0FzcoOtfiWu5gXFTVGvYlZTOkcw0qQvabCge/MypJ9ry18QNsBqTlLoQNWL47hdziMl6/vTdP3diVYd0CGRlcaKxsQSNlKkSFGhdVa9w102k4eLeDbbOMuWWFtNyFsDatNV9sO0n3tt7cPbD9hWn14hYbjy2wW8bXw5mOrT3ZdaqGyd3RCa77M3z/FGx6B655unEDbAak5S6Ele1NyiYuOYfJV7W/eL7UTHOFRP9wq8RlbRUXVXVNq0BG3we97oBfXoOTmxs3uGZAkrsQVvbF1pN4uDhyW7+Qi1dkJoBXkFE0qwXq296PM3nFpGQX1WwHpWDsTOPLcNHvW3xhMUnuQlhRdkEp3+1NYVzfELzdLhnLnhXfIi+mVujf3pjE7e2VR6ovRVCZmw9M+BQKMmHFc40XXDMgyV0IK1q8M4miUhNTBrW/fGVmfIu8mFqhV7APf7ihM4t3JvH7T3+r2bBIgHaRxmTb+5dATkrjBmnDJLkLYSUmk+azLQn0a+9Hr2Dfi1eWFkJuSou8mFpBKcXTN3Xjn+Mj2XL8LBM+3ELyucKa7TxwulFw7bePGzfI2jh7HBK3N9nbSXIXwkrWHEon4WwBvx9iIYFnmQuGteBumQoTY8KY9/uBpGQXctv7m9iXlH3lnfzDodstEPuJ8UVpC5bMgHljjSTfBCS5C2ElczaeINjXjVG9216+smKkTAtuuVc2pHNrljx8NS6ODkz8aAsr95++8k5XPQSFmbD3m8YP8ErSD0JyLJQVwXdPNMk8sJLchbCCuORstp7I5N4h4Tg5WvhvmBVvPErL/bwuQd4sfXQIXYO8ePCLHczdGF/9DuFDIai3cWOTtSfV3vWFUf9m2AuQsMF43cgkuQthBXM3xuPh4sidAyxcSAXjYqqrL3gENG1gNi7Q25WvZgzmpp5BvPL9Af62fD/lpioSt1Iw6GFIPwAn1jZtoJWVlxp1b7qNgmv+CB2GwMq/Qm5ao76tJHchmlhaThHf7U1hYkwYvu5VlPLNioeAcLudELs+3F0c+WByNA8MjeDTzQmMfncDD8yL5YmvdrFg+6mLb3rqPR58QmHZY5CTap2Aj/wMBWeM+jcODsZY/NIi+P7JRv2LQpK7EE3ssy0JlJk09w0Jt7yByWRcdJMumSo5OiheGNOTN+/og7ebEynnColNyOK5Jfv469I4yirGxTu7wd1fQVE2LLgTSvKbPthdn4NXW6P+DUDrLnDjy8bcuFs/aLS3rVdtGaWUH/Ax0BvQwO+Bw8DXQDiQAEzUWmfVK0oh7ERhSTnzt53ipp5BdGh1yZ2nGYeNoXsHvzeGQUbeaZ0gm5FJA9szaaDRtWUyad5aeZgP1h0nKauQ9+/uZ9wY1rYPjP/ESO6LH4DhL4OLBzh7GpOOO7s33l9IOalwdCUMecKof1Nh0CNGiYRVL0FIDLS/qsHfWtW4boOlnZWaB2zQWn+slHIBPIDngUyt9ZtKqWcBf631X6o7TkxMjI6Nja1zHEI0F19sPckLS+P45sHBDIyo1J+uNbzTx7hlvvNw6DkOetxqtDxFrXy1/RR/XRrHqN5t+e/d/S+s2P4/+PEZC3socPYwJ3wPCImGO2bXb/YrrSFhI6x7E05uhMd2UB7QCQfFhfpBhedg9nVGn/yDG8CzVa3fRim1Q2sdY2ldnVvuSikf4FrgXuOz6BKgRCk1DrjevNk8YB1QbXIXoiUwmTRzN8XTJ8SXAeH+F69MPwjZiXDrf6H/VOsEaCcmDWxP/Nl8/rf+BElZBYT6exgrBk6HdlHGeS4pgNICo5umtMD8Ot8oW7B/idF1Mux5y29gMhl95xbXlRt15TfNhJSd4NEaRv0TWnfm78viWHMwndn3RBs3rbn7wYR5MOcmmP87mLKkQS+g16dbpiOQAXyilIoCdgBPAEFa61QArXWqUqqNpZ2VUjOAGQDt21cxYkAIO/LrkQxOZOQzc1Lfi6s/Ahz/xXjsdEPTB2aH7hkczscb4vl8y0meu6XHhRVhA42f6ix5ENa/BV1HQkj/i9edOwVzR0JQL+OL2DvIWF5aCLu/hM3vmS+Gd4TRb0Pfu8HZndJyE0t3JZNTVMaEWVuYOakfI3oGQXBfmPgZfHMPfHIL3LMUvC3c91AH9bmg6gT0Bz7UWvcD8oFna7qz1nq21jpGa32JIfUAACAASURBVB0TGBhYjzCEaB4+3niCtj5u3NKn3eUrj6+BwO7gG3L5OlFrIX7ujOzVlgXbT1FQUla7nUe9aVTj/PYhY1RLheI8WHA3FOVA/Hr48GqIWwK//gv+0xt+eBrc/Y1k/VgsDLjf6M8HYhOyyCkq45VxvejSxosZn8eyYPsp47jdRsKURcZfFHNvhtS9DXIO6pPck4AkrfU28+tFGMk+TSnVDsD8mF6/EIVo/g6m5rDp2FmmXR2O86U3LZUWGhfXpNXeoO4bEk5OURmLdybXbkd3fxj3Hpw5DMseMS50m0zw7YOQvh8mfgoz1hkt7EX3wdrXjBb+vT/A9F+M6yUOjhcdcs3BNFwcHfhd/1C+mjGYIZ1a8+r3B8jILTY2iLgW7llmfHF8dA18M81433qoc3LXWp8GEpVS3cyLhgMHgOXANPOyacCyekUohB2YszEed2dH7h5ooQvy5GbjtvSKoXKiQUR38Ccy1JdPNsVjqupGp6p0vhGGPg37v4X3B8LMKDj0Pdz0urGuTQ8jkd/+ETy8GSYvNO6ItTDqRmvN6oNpDOrUCk9XJ9xdHHn1tt6UlJmYuebIhQ1DY+APu+DaP8Ox1fDBIKOLqKIURS3Vd5z748B8pdReoC/wf8CbwAil1FFghPm1EC1Wem4Ry3enMD46FF8PCyMwjv8Cjq7Q4eqmD86OKaW4b0g4JzLy+bkmtWgudePL8PQhuPkNo2990CPGHa8VnFwhapLR/16N4xn5JJwtYESPC5cfI1p7ctfA9izYnsiJjLwLG7v7wQ1/hSf2wuDH4MAyeC8Glv8BziXWKvx6JXet9W5zv3mk1vo2rXWW1vqs1nq41rqL+TGzPu8hRHP3xdZTlJpMVd+0dPwX6DDYGIonGtToPsF0buPF4wt28fGGEzWfsq+CdxAMfgQeWA0j36jTePg1B40yAzf0CLpo+R+Gd8HNyYF//Wyh+8WzFdz0KjyxGwY8AHsWwHv94cc/Q27NvqjkDlUhGlFRaTlfbD3J8O5t6BjodfkGOalG7RPpb28ULk4OLHnkam7o3obXfjjIw1/s5Kd9qWw5fpbDp3NJzymipKyGszzV0ZqD6fRo50OIn/tFywO9XZlxbSd+ijvNjpNV3Ofp3RZu+Sc8vhOi7jJucpsZBd89CWeOVfu+9bpDVQhRvaW7ksnML+H+oVXMqFRR0Er62xuNj5szH02N5uMN8by54hArLHTReLk64efhTICnCwPDA/jr6B6XD1etg6z8EmJPZvLYsM4W1z9wTQTztiTwv/UniJ4aXfWB/MLg1neNO103zTSGXe74tNr3luQuRCPRWjNnYzw92/kwqGMVN6cc+Rk821yx31bUj1KK6dd2ZHx0KKdzisgqKCErv9T8WEJWgfE8OauQjzfG06+9P6MjLQxZrQWtNV/HJmLSMPySLpkKnq5OjOsbzPytp8guKLV8TaayVp2MJH/DC7B9NvBilZtKcheikWyPz+Roeh7/nhBluRWYlw6HfjDGQ0v1xybh7+mCv6dLlevLTZrR727gzRUHubFnG1ydHC/bJjGzgEBvV9ycL19XIS45m9d+OMDWE5n0a+9HnxDfKre9o18on2xK4Id9qdx9VQ1v6PRqYyT4apK79LkLYUFWfglxyTWYzq0a2+IzUQpG9LLcamPHp2AqhQHT6/U+ouE4OiheGN2TxMxC5m1OuGz9usPp3PDvdUybu53S8sv76tNzivjTwj2M/e9GjqTl8eptvVn44GAcHKr+8u4d4kPnNl58uyupIT+KJHchKjt0OodnF+9l0BtrGPPeRradOFvnY+06lUXnQC983Cz8qV1eCrFzjb721pb7Y4V1DO3SmmHdAnnvl2Nk5pecX/5bQiYPfbGDNt5ubIvP5JXvDpxfV1RazntrjnL9W+tYujuZ6dd0ZO0z1zN1UAfLM21VopTi9n4h/JaQRWJmQYN9DknuQpjtPJXFqJkbWLo7mTv6hxIW4M6zS/ZRVFpe62NprdmVeI7+7f0tb3DwO8hNhaserGfUojE8f0sPCkrKeXzBTj7dFM+y3cn8/tPfCPZ1Z9ljQ3jw2o58vvUk87edZNnuZG54ax3/XnWEa7sEsvrp63j+lh5VT8Riwbi+wYBxAb6hSJ+7EGZbjp9Fa1j/p2G08XFj07EzTP54G/9ZdeTi4lM1EH8mn3MFpfRr72d5g+2zwT8cOo+of+CiwXUJ8ubpEV35cN1xNh0z/noL9nXj8weuorWXK38e2Z1Dp3P567dxgNG18vadfRnUsfZlewFC/T24KiKAb3cl89gNnRtkpI4kdyHMDp/OJcTPnTY+Rg31IZ1bc9fA9vxvwwlG9WlH37AqErUFu06dA6CfpZZ76l44tcW4lb2q0rHC6h4d1plHru9ERl4xCWcK6BrkhZ+HcTHW0UHx7l39+Nvy/VzdqRW/6x9abb96TdzeL4Rnl+xjd+I5y783tSS/WUKYHT6dS/e23hcte+6W7rTxduPPi/ZQXFbz7pmdp7LwdnWiSxsLNy5tn21MCtFvcn1DFo1MKUUbbzcGRgScT+wVfN2d+c+dfZkQE1bvxA5wS2Q7fN2deW7JvtpXsrRAkrsQQEmZieMZeXS9JLn7uDnzf3f05khaHu//Uv0dgZXtOnWOqDC/y//TF2TCvoUQOdGoPiiEmY+bM+/e1Y8jabk8s3BP7UslXEKSuxAYfeRlJn1Zyx3ghu5B3NEvhA/WHedASs4Vj1VQUsah0zmW+9t3fW5UgBw4oyHCFnbmuq6BPDeqBz/uO837a2vemLBEkrsQGEMgAbpZSO4AL43tiZ+HC39atMfi+ObK9iRmY9JcPlLGVG7UBukwVO5IFVV64JoIbu8Xwlsrj7DqQFqdjyPJXQiM/nYnB0XH1hb6yAE/DxdeHdeL/Sk5zF5ffX3tXYlGEajLLsAe+dmYpu0qabWLqimleOOOPkSG+vLU17s5mpZbp+NIchcCI7l3DPTExanq/xKj+rTjlj5tmbn6KEeq+Q+369Q5Ilp7Xn6b+/aPwCcEuo1uqLCFnXJzduSjqdG4OTsy/bNYsgtKa30MSe5CAIfTcunW1ueK270yrjdebk78aeEeyix0z2it2XUq6/L+9ozDcGIdxPweHGUEsriydr7ufDS1P8nnCnlswU6Lv2/VkeQuWry84jKSsgotXky9VGsvV14Z14s9SdnM3nB598y2+EzO5JVcPk55+//A0QWi722gqEVLEN0hgNdu682Go2f4p6VJPapR7+SulHJUSu1SSn1vfh2glFqllDpqfpTxXsKmHT5tdLF0DbpycgcY3acdo3q35Z1VF3fPpOcU8fiCXYS38jh/OzlgTHq8ZwH0/h14tm7Q2IX9u3NAe6YN7sDs9SdqVVysIVruTwAHK71+Flijte4CrDG/FsJmVST3mrTcwbjg9eptRvfMhFlbWLQjiZIyE49+uZO8ojJmTY2+uFjYngVQkifDH0WdvTCmJ4M6BvCXxfvYm3SuRvvUK7krpUKB0cDHlRaPA+aZn88DbqvPewjR2I6k5eLp4njZNGjVae3lyqKHBtOljRfPLNzDsLfW8VtCFm/+rg/dK/fdm0zGHakhMRDSvxGiFy2Bs6MDH0yOJtDLlemfxZKUdeXqkfVtub8D/Bmo3NMfpLVOBTA/trG0oxC24tDpHLoEedf6FvKOgV588+Bg/n5rL84VlPDA0AjG9Q25eKMTa+HsMan+KOotwNOFOffGUFhSztQ52zmTV1zt9nVO7kqpMUC61npHHfefoZSKVUrFZmRk1DUMIepFa22xpkxNOTgopl0dzu6Xb+KFMT0v32D7bGMavZ7yB6yov+5tfZh77wBSswuZNnd7tdvWp+U+BLhVKZUAfAXcoJT6AkhTSrUDMD+mW9pZaz1bax2jtY4JDAysRxhC1F1GbjFZBaVV3plaU86WJmTISjBuXIq+F5yqntpNiNqICQ9g1pToau+1gHokd631c1rrUK11ODAJ+EVrPQVYDkwzbzYNWFbX9xCisR1INcoOdK/BGPdaO/g9oKH/1IY/tmjRru/Whrcn9q12m8YY5/4mMEIpdRQYYX4thE3aby4E1jO4EZL7sdUQ2B38ajjpsRC1MDYquNr1DXKrnNZ6HbDO/PwsMLwhjitEY9ufkk37AI9aTYlWIyX5cHKTDH8UViN3qIoWLS45h94hjdBqT9gE5SXQWdo5wjokuYsWK7uwlFOZBfQK9m34gx9bDU7u0P7qhj+2EDUgyV20WBUTb/Sy1N9+YDnMvh5O76vbwY+thohrwNmt7gEKUQ+S3EWLtT8lG+DylntxHvz4DKTsgjk3w+GfanfgzBOQeRw639hAkQpRe5LcRYu1PyWHIB9XAr1dL16xaSbkpcGdX0BgV1hwF2x+D2o6p+WxNcajJHdhRZLcRYsVl5xN70tb7dlJRiLvPR56jIV7f4Set8LKF2D541BWcuUDH1sD/uEQ0LFR4haiJiS5ixapsKSc4xl5l/e3r3kF0HDjy8ZrFw8Y/ylc+ydjcusv7oCCzKoPXJwL8euNVruqXa0aIRqSJHfRIh08nYNJQ6+QSi330/tg79cw+NGLbzxycIAbXoA7/geJ22DWUPPdp5fIPAFzboKyQuh1R+N/CCGqIfN9iRap4s7U3pWT+9GVxuOgRy3vFDkRWnWC5X+ArydDt1ug3xRwdIX8DFjxF1AOMGUxhA9p5E8gRPUkuYsWaX9yNn4ezgT7VhqqmLgdWncDz1ZV7xgSDTPWwdYPYO0bcPjHC+uC+sCkL4z+diGsTJK7aJH2p+TQO9gXVdEvbjIZXS7dx1x5Z0dnGPIE9J0C2YlQXgq6HNr1lXHtwmZIchctzunsIg6fzuW+IeEXFp49BoVZEHZVzQ/k2ar6Vr4QViQXVEWLkldcxn2f/oaLkwPjo0MvrEjcZjy2H2SdwIRoYNJyFy1GWbmJR+fv5EhaLnPvHUCXoEoTdCRuBXd/aNXZegEK0YCk5S5ajNd+OMivRzJ4dVxvrut6yexfiduNLhkZmy7shCR30SKUlJn4ctspJkSHcvdVl0yeUZAJZ47Urr9dCBsnyV20CEfScikpN3FdNwvz9SaaJxqW5C7sSJ2Tu1IqTCm1Vil1UCm1Xyn1hHl5gFJqlVLqqPnRv+HCFaJu9iYZFSAjQ/wuX5m4DRycILhfE0clROOpT8u9DPij1roHMAh4VCnVE3gWWKO17gKsMb8Wwqr2JZ/D192ZsAD3y1cmboe2kUYdGSHsRJ2Tu9Y6VWu90/w8FzgIhADjgHnmzeYBt9U3SCHqa29SNpGhlW5aqlBeCsk7ZAiksDsN0ueulAoH+gHbgCCtdSoYXwBAm4Z4DyHqqqi0nMOnc4kMtTCdXtJvRqEv6W8XdqbeyV0p5QUsBp7UWufUYr8ZSqlYpVRsRkZGfcMQokoHU3MoM2n6WOpvj1sCTm4ykbWwO/VK7kopZ4zEPl9rvcS8OE0p1c68vh2QbmlfrfVsrXWM1jomMNDCCAYhGsi+ZPPF1Etb7uVlcGApdL0ZXL0t7ClE81Wf0TIKmAMc1Fq/XWnVcmCa+fk0YFndwxOi/vYmZdPay4V2vpcU9UrYYJTq7f076wQmRCOqT/mBIcBUYJ9Sard52fPAm8A3Sqn7gVPAhPqFKET97EvKpk+IhYupcYvBxRu63GSdwIRoRHVO7lrrjUBV92pLB6awCQUlZRxNz+Xm3m0vXlFWAgeXQ/fR4GxheKQQzZzcoSrs2oEUYzq9yJBL+tuP/wJF2dIlI+yWJHdh1yruTO1z6cXUuMVGFciO1zd5TEI0BUnuwq7tTTpHkI8rQT6VLqYWZhnT4/W4FZxcrBecEI1IkruwW0fScvkx7jRDOre+eMX6t6AkHwZOt05gQjQBSe7CLpWUmXjyq914uzrx/C09Lqw4exy2fQT9pkDbPtYLUIhGJjMxCbv0zuojHEjNYfbUaFp7uV5YseolcHKFG160XnBCNAFpuQu7E5uQyaxfj3NnTBg39ao0BDJ+Axz6HoY+Bd5B1gtQiCYgyV3YlbziMp7+Zg8h/u68OLbnxStXvwy+YTD4UesEJ0QTkuQu7Mpr3x8gMauAtyf2xcu1Uq9jdpJR2nfgdLlpSbQIktxbkOMZeby96ghrD1us5dbsrTqQxle/JfLQdZ0YEB5w8crja43Hzjc2fWBCWIFcULVzOUWlfL8nlUU7Etl56hwAbs4OLHl4CD2DfawcXcM5k1fMc0v20qOdD0/d2PXyDY6vAa+20Kbn5euEsEOS3O2QyaTZfPwsC3cksiLuNMVlJrq08eL5W7oztHMg9326nYe+2MF3jw3F18PZ2uHWm9aa55bsI6ewjPkP9MXF6ZI/SE3lcGIddB0FlxYPE8JOSXJvJgpKyvjo1xNc1y2Q/u0tzzmeXVDKxxtPsHhHEinZRfi4OTEhJpQJ0WEXTTH3weRoJs3ewpNf72LOtAE4ODTvhLcwNolVB9L46y096NbWQl321N3GXamdbmj64ISwEknuzUD8mXwe+nwHh9Ny+XDdcf4xvg+39wu9aJuCkjKmfbKdPUnnuKZLIM/d0oMRPYNwc3a87HjRHfx5aUxPXly2n3d/OcqTlroxmolTZwv4+3f7GdQxgPuHRlje6NgvxmOnYU0XmBBWJsndxq0+kMZT3+zG0UHx/t39+WLrSZ76eg/H0vN48sauODs6UFZu4vEvd7E36RyzpkRzc8XYblM5ZByG1L1wei+c3gfpB6HLCKaMeYddp84xc81R+ob5cX235jfVbblJ88eFu3FQircmRFX9F8jxX6BdFHi2trxeCDskyd1GmUyad385yjurj9I7xIcPJ0cTFuDBiJ5BvLQsjvfXHmfB9kTGRrbjXGEpaw6l84/RHbi58Ef4bo+RyNMOGJM/Azi6QJseENwXdn2O0iZev20mB1JzeOKr3Xz/+FDCAjys+6Fr6Z3VR/gtIYt/T4gi1L+K2ItyIGk7XP140wYnhJVJcrdBOUWlPP31HlYfTON3/UN5/fbeuDkq2L8Ul+B+vHFHH27u3ZZFO5JY8FsiJWUmnr3ahzv3TYf0A+DmC20jIeb3Rv2Utn2gddcLFRDXvgG/vom7swezJv+Nse9v4pH5O/n6wUF4uDSPX4mf9qXy3i/HmBAdyh39Q6reMGEDmMqgk8wfI1qWRvufrJQaCcwEHIGPtdZvNtZ72ZNj6XnM+DzW6Eu+tRf3DO6AKjoHCx+GIz+BswfqhhcYdtVDDOvWhpyiUhIO7abP2nuhMBumLDYSWXWjQq5/FkrzYfN7hHu14e2J05j+WSzX/nMtD17bicmD2qNQJJzN53R2EaXlJkxaU26Ccq0xmTTlJk25Nh793J0JC/AgLMADX/fGH31zMDWHPy7cQ7/2frx2e+/Lp8+r7NhqcPaEsKsaPS4hbInSWjf8QZVyBI4AI4Ak4DfgLq31AUvbx8TE6NjY2AaPo7lZuf80T3+zB1cnBz6Y3J+rOraClN3wzT2QkwLDnodTW+Hoz0YfckAnKM6FpN/A0RkmLzK6XWpCa1gyA/YthHuWssMxkv+sOsrGY2dwc3agqNRUp89wfbdAXhrTk46BXnXavzp5xWWsOZjGv34+TGm5ie8eG0obH7eqd9j5GXz3BPS6A8bPafB4hLA2pdQOrXWMxXWNlNwHA3/TWt9sfv0cgNb6DUvbt/TkbjJp3llzlHfXHCUy1JdZU6IJdiuFX/8B22aBVxBMmAdhA4ykHLfYWGcqBzcf8A6Gm16FVp1q98bFefC/G6AwEx7aCN5tiU3IZPmeFFp7uRLR2pNgP3dcnRxwUApHB4WjAzgohZODAw7m51kFJSRmFnIgNYdPNsZTVFbOA9d05OHrO+HjVr+WfHZhKb8cSuOnfaf59UgGxWUm2vq48dHUaKLC/KreceM7Ri2ZzjfCxM/AxbNecQhhi6yR3McDI7XWD5hfTwWu0lo/Zmn7WiX38jIjGRWchcJz4OIB7gHGSIhmWDMkp6iUp77azZpD6YyPDuW1cb1wO7QEVr4AeenQ/x648W/gEXClQ9VN+kEjwQf3h3uWgWP9euoycov5x4pDLNqRhLerE1MGd+C+IeG08a6mhW1BXHI276w+yrrD6ZSZNEE+rozq3Y7Rke2Ibu9f9cgYrY2yvpvfNeZHvW2WzLYk7JY1kvsE4OZLkvtArfXjlbaZAcwAaN++ffTJkycvPoipHLISyE/cS/qJPZSmxOGZfZQ2pUk4U3bZe2oHJ9TAB2HYc+Bq4UYWG3Q0LZcHP9/BqcwCXhrbk6kReaif/gwnN0FwP7jl3xAa3fiB7P4Slj4MvW43kqFz7RKxJXHJ2Xz463F+3JeKAtydHXFxcsDN2RFfd2f8PJzxc3cxHj2MR38PZ7zdnPl+bwo/7juNn4czd8aEMbJ3W6JC/a58s1V5GXz/JOz6HGLuh1v+BQ6Xj/MXwl7YfrdMmLv+7eWhlHgFk1cCOuMQPnkncNEl57c5pQNJco6g0LcLWU6BpJS4c6rAhby8HHzJo786ygSnXzF5tsXpljeh5zibvtV80Y4kXlwah6erI7PGdyYm/iPYPtsY6XLjy9BvatMmpk3vwqoXocNQmDQf3Kvp8qiF+DP5LN2VTF5xGSVlJgpLy8kuLCW7oJSsghLOFZZyrqCE0vILv4eeLo7cf01HHrgmoubdOqVFsPh+o177dX+B65+z6X9/IRqCNZK7E8YF1eFAMsYF1bu11vstbd8lxF9/dn8P2nIGF1XGMVMIyS7hlAZ0wzMsktCuUfQKD8bbwn/0wpJyjqTlsuZQOtvXr+Alhzn0VAkUh12D69h/GWO7rUxrzdH0PM7kFZNbVMbK/Wks3pnEoAh/Zkcdw2fDq5CfATH3GTMENVYXzJXsXWi04AMiIHIiBPWGVp2NdeWlxpDCyj8Vy/zDa9/fX4nWmoKScs4VlpKVX0Kovzt+HrXoSinKga/uNoY9jvwHDHqozrEI0Zw0eXI3v+ktwDsYQyHnaq1fr2rbNh176if/u5i2Pm60D/AgMtS3+lEQVUjNLuStn/bjse9z/ui0EG9VSErYGIoDulPuE4bJtz34d8DZqzWuzo64OTvi6uyAl4tTo9RXScoq4NudySzZlUz8mfzzy5WC5we7c3/m2zgkbICQGBj9ltEVY20n1sEPf4Szx2q3X6vO0HWkMba+Hom+1vLPwBe/M27auu1DiLqz6d5bCCuzSnKvjYYeLXPybD5LN+2j3a63ucm0ET+Vf9H6fO1Kkg4kSQeSqAPZqCPZ7ToQH09Xyk2a/OJyikrLcXJUuDk54uHqSPsADyJaexLi545bxReDuQ/ZzdkBVyfj0dFBsT0+k+/2pJwvsTuoYwDj+obQoZUHvk7ltE9YhPfG10E5GKNc+k8DBxsrrV+ca9zhmpVgdA85OF34cax47mx8htP74MgKo+WsHOCGF2DQI43frXQuET6/HbITjdFE3UY27vsJYWNaXHKvUFxWzomMfErys1DZiahzp3DKTcQlNwm3vCTcC5LxKkjEpbyAsy4hrPO5lQy3CBxc3FAuHmQ6BnIWP3KKyjmZWUDCmXwKS8tr9N7d23ozNiqYW6OCCTOlwIGlRqs4cTuUFxs3Go2dCX5hDf65rSb3NHz/FBz+EUIHwKh/QEg9LgjnngZnD2O456VS98L8CVBaCHd/BR2urvv7CNFMtdjkXiPlpXBwOWybDYlbL1/v5G50OXQZge4+hhz/PhSVmyguNVFUVn7xY2k5xWUmugV50tkxzWjNxi2GlF3Gsdr2gYjrjOqEV7qLtLnSGvYtgp/+bAxZ7XITDH3amJC6vBTKS8w/ZWAqvdBvX1564XXqHji6CjIOAgoCuxldV8F9jesARdmw+AEj6U9eBEEyAYdomSS519TZ40YfbnkxlBQYf+5nJRgVFRM2gS4HVx9w8TKGCzqZf5zdLzx3dDbqh2clGMds1xf6TDDGXPu0s+ana1rFucbon83vGbXUa8PB2WiJdx5ujIJJjoWkWOPLokKbXjB5IfhWU1dGCDsnyb0hFGQaLfHknUalxdIiKDP/lBYZy8qKjW6C1l2gywjoPAL8O1g7cusqzoXDK4wvRkdnI3E7upj77Z0rLav02if48nsVtDZKMKTFGY+97zCGjQrRgklyF0IIO1RdcrexIRpCCCEagiR3IYSwQ5LchRDCDklyF0IIOyTJXQgh7JAkdyGEsEOS3IUQwg7ZxDh3pVQGcPKKGza91sAZawdRD7Yev63HV5mtx2rr8dWErX8GW4yvg9Y60NIKm0jutkopFVvVDQLNga3Hb+vxVWbrsdp6fDVh65/B1uO7lHTLCCGEHZLkLoQQdkiSe/VmWzuAerL1+G09vspsPVZbj68mbP0z2Hp8F5E+dyGEsEPSchdCCDskyR1Qyh6nRLItco4bjpzLxmUv57fFJndleEopFaqbad+UUsrR/GiTv4zN6RzLuWx8tnyO7eH8XqpFJnel1D3AWqAfkGOLv2zVUUrdq5TaBTxh7Viq0lzOsZzLxmfr57i5n9+qtLgLqkqpIcAGYKDWOvaSdcrWv7WVUt2Bz4CfgT7A01rrE0opB621ybrRGZrLOZZz2fhs/Rw39/NbnRbRcq/4cxBAa70J2Ab0MK97Vik1VinlZav/kEqp8xOKaq0PAfcA/wEOAI+Zl1v1P0pzOcdyLhufrZ/j5n5+a8ruk7tS6hXgJaVU5foLDwHzlFK7AT/gceBf5laGTVFKPQvsUkr9Qyl1r3nxYa11JvAt0Ekpda15W6v8ezaXcyznsvHZ+jlu7ue3VrTWdvkDuALPYRQk+xa46ZL1jwDR5ueBwFLgZmvHfUmMNwDrgQhgGJAKRFZa7wU8CcyvtMxRzrGcSznH9nd+a/tjzy33UuB7oCewFRimlIqoWKm1/kBrvcP8PAPIBAKsEWg1nIFdWut4rfVaYCbwRqX1+cAiIE8p9apS6p9AeBPG15zOsZzLxmfL59geOqlYiQAACiBJREFUzm+t2G1y10af3hGtdT7wNRAKDFRKucKF4VhKqQCl1L+BSOA3a8VbBQ+glVLKDUBr/SbQTik1wfxaA0UYF6oeBjK01sebKrhmdo7lXDY+mz3HdnJ+a8UukntVQ5e01sXmxwRgI3Ad0N28TJu/ub/GaHFcp7U+1iQBX6LyBajK/ZBa62+BTsCYSpv/E3i60us3gP1Ae631v6wQo02dY6VUQKXntnouq4rRps5lVZRSPSwtt5VzXE18zeL8Nhhr9wvV5wcYB8wD+l6yXAEO5ueO5kcf4D3gbmAqMNa8vJUV4x+FMb72M+CvlZY7/n97Zx9zZVkG8N/F+8qXkGiTtJkVLgZvGFAtUlPCjymwEoqa1TCicFgJbmkwrWXE1vyj5mYqqzYYMyG0L0es/rClYWtuWEapmwhqJFoR4AeJAVd/XPd539Px9fh+nPM89/Wc67c94/k8+73383Cd89wf1w2MSutXYPWY70jbZwK3AePT9ugSHbMpY+CyVE4bge/U7R+RUVk2c8ymLN/gb7gV2FMrwwzL+PX8XJRvS8uibIEh3Lxa3/w5wJ+BHdgr3sn1x9P6JGBC3fYK4ACwC5hXln8KjMux1755wCysPnBpw7mT0vlrgB8CXwJ+BazLzLGUMq7zvAqrR708BZPfAnMzK8uBOmb3vDZs/wh4GPhCLaCXWcZD8MuqfNt678oWGOqNxBpiTsda6Ddgr1G1YyOA1Vhr/dz0wE0BdgM3ZOI/D3hX3fa12AAPUjBYDfwTOB84CTgPe0u5PjPHUsq4wbMH6E7rE4EtKYDWfqXdmEFZDsQx5+e15nkNsAx7m5tWd3wVNgVdYWU8BL/ncirfdi/dOEFEvgxcJCIPAJvU6s0A9onIpcBsEdmlqn8HTgMOAT2qeiBd/xRwtlqDSuHU+f8O2Kiq20SkS0S6VfUoNoji8XT6RMx/cs0feFBE/qCqxzJzLLyMG56Fzar6aNo/E6sC6Mb+M/8HuI5yy3Iwjjk+r/cDW1T1WREZiVUtfRb7YXWFiDyEdS98AfshUEgZD9Fvai7lWwhlf7sM8Bt6IVY9MAdYD3wPmF53fDpwJ7Cwn2u7M/WfUe+HvX2c28+1XTS8emboWFgZN3sWsNfuM9P6OCxgzsykLAfqmOvz+t507Jvp309hAfMx6uqpiyjjYfqVXr5FLV56y8wC7lDrO3sT1mDSm4RIVR/BbvbZInJhGiVXyw1xtATfRvrzXwGgqkdTd6y3ATtE5AwRWQa9/sc0PZUZOxZZxv15Xps8d6vqM2n9Jaznwyl1nmWW5UAdc31ev5iOzU9vdquAX2DtCC9DoWU8HL8cyrcQsgrujV0a67Z3Y63aqOrTwC+BE0Xko3Wnb8IaUX4MvLn9tq9lCP6Xp+NTMOeVwL20cfCEB8cheI5teBYQka8B78a63dGOgOPBsRmD9J8gIudgA5N+r6ozVHUxVgU6NZ3bUv/c/XInq+CO9S/tpe5m3AMcrgs0+7DeBj1ijMNu6k5suPP1DdcXxWD9p6YHdhL2AL4TmK+qNzdc32mOQ/HsARCRuSKyHZgMLFLV59rk58WxGYPx/w1wAZY6YFXdZQtV9Y8d6pc1WQR3ETlHRO7GkvX0SF9S/1qD7wEsH8TV6dXqEFZfOTrd8FeAlao6X1X3OfIfk/x3AR9S1avb5e/Bcbie6fhjwHJVvTLHsizKsQ3+J2L/346LNbKPAFDVVzrNzwulB3cRmYg1iGwD9mOv/UvB6nrTaWOwfND7gO+LyFuxxPr/rZ2nqv8oWB1omf9OVW3bUGcPji3wfDWd95Sq/qWTHZsxTP+j6bxj2qaUvbn7uUIH2QLb6gW4BOvaCPbteyk2WGZK2rcWu5EzsXretdgr7u0UmLXPs78HRy+eHhw9++fu52kp4+FaANyA1duCpdd8AjgrbZ8CfAO4GUtEdFftWN1njC2twBz4e3D04unB0bN/7n6el8KqZUTkVBH5OZZE6N/AehFZpJZe8yfYyDKAg8B96aaOVtVPq+qT8v8Jlg4X5V3Dg78HRy+eHhybkbt/7n5VoMg697OAB1X1AlVdB3yFvmxxm4ApInKxWl3ZfuAtwBGwzHlafh2aB38Pjl48PTg2I3f/3P3c09b0A2Kzij8DPIQl+NqT9ndh8yn+NZ26E9gM3CIiC4CLsPwPJ0B58y168Pfg6MXTg2MzcvfP3a9qtDy4i4hgAwfuAo4DT2KJfFaq6vMi0qWqx8RyLp8EvTdrQ2opX40NmFmmqgdb7VcFfw+OXjw9OHr2z92v0rSyAp++zGyTgTvTejeWN/mnDedsBD6Z1k+r+4yRrXSqmr8HRy+eHhw9++fuV/WlJb/c0+CCNUCXiGzDEuEfg968JCuAZ0Vktqreny57CdgjNhv5x0TkMlXdq6qvtsKpav4eHL14enD07J+7X6cw7AZVEZmN1Z+djI1i/BY28GWOiHwAeocNr8GS/NTq2JZiw4jfBMxR1b3DdRkKHvw9OHrx9ODYjNz9c/frKIb70x9Lzr+4bvt2bGakJcCOtG8EVu+2BXg71lJ+CylNZ5mLB38Pjl48PTh69s/dr5OWVtzMscAo+urOPgN8O63/Cbgmrb8fm7Sg9D/am78HRy+eHhw9++fu10nLsKtlVPWwqh7RvhlXLsGmNAP4HJZVcCvWd3UHvDaVZ5l48Pfg6MXTg2MzcvfP3a+TaFlXyFRvpthgg3vT7hexocXTgD1qU+Ch6as7Jzz4e3AEH54eHJuRu3/ufp1AK0eoHscGGfwLeE/6dv46cFxVt9duZMZ48PfgCD48PTg2I3f/3P2qTyvreIAPYjd1O/D5suucqujvwdGLpwdHz/65+1V9kXQTWoKInAEsBr6rqkda9sEF4cHfgyP48PTg2Izc/XP3qzotDe5BEARBHpQ+E1MQBEHQeiK4B0EQVJAI7kEQBBUkgnsQBEEFieAeBEFQQSK4BwEgIjeJyHVNji8QkZ4inYJgOERwD4KBsQCI4B64Ifq5Bx2LiNwIXAn8DUtutQM4BFwFjMTykS8GZgBb07FDwMfTR9wGnAocxqaBe7xI/yBoRgT3oCMRkfcBG4BZWAK9h4F1wHpV3Z/OWQs8r6q3isgGYKuq3pOO3QcsV9UnRGQWltb2wuL/kiDon5ZPkB0ETjgf+JmqHgYQkVrmwmkpqE8AxgG/brxQRMYB5wJ312WrHdV24yAYBBHcg06mv9fWDcACVX1ERJYAH+7nnBHAQVWd0T61IBge0aAadCoPAAtFZIyIjAc+kvaPB/aJyAnYLEI1XkzHUNUXsMmcPwE22YSITC9OPQjemKhzDzqWugbVp4G9wKPAy8BX076dwHhVXSIi5wE/AI4Ai7BUtncAp2N5yzer6prC/4ggeB0iuAdBEFSQqJYJgiCoIBHcgyAIKkgE9yAIggoSwT0IgqCCRHAPgiCoIBHcgyAIKkgE9yAIggoSwT0IgqCC/A8qJo43zLEDAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare each of the variables since beginning of the year\n",
    "since = '2020-01-01'\n",
    "predicted = transform(res, since)\n",
    "actual = transform(frame_t, since)\n",
    "\n",
    "for asset in frame_t.columns:\n",
    "    compare_plot(asset, actual, predicted)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What's New\n",
    "\n",
    "* New `IRCMSSpreadOption` instrument (`from gs_quant.instruments import IRCMSSpreadOption`)\n",
    "* New tunable epidemiological models (SIR, SEIR, age-stratified SEIR) (`from gs_quant.models.epidemiology import SIR, SEIR, SEIRCMAgeStratified`)   \n",
    "* New timeseries functions (percentile, conditional funcs, exponential_moving_average) (`from gs_quant.timeseries import *`)\n",
    "* Added discount factor information to the `Cashflows` measure\n",
    "* `to_frame()` function for portfolios now supports nested portfolios\n",
    "* `gs-quant` now compatible with `pandas` versions > 1.0.0"
   ]
  }
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